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Paper Citation Record · LEDGER

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

As of 18 August 2026, this Paper Citation Record lists 100 of 104 outbound references and 19 inbound Pith citation observations for arXiv:2506.09943.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.09943 v1

Coverage vector

measured 100 of 104 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:45:10.764292Z

measured 119 of 119 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:41:30.580733Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T12:49:53.095154Z

Reference resolution

100 of 104 outbound references displayed

  • verified exact1
  • verified fuzzy25
  • unresolved72
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0cdc4cc-f70e-4527-a4b4-291d7cbaf374 · outbound

This paper cites Social-iq: A question answering benchmark for artificial social intelligence.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Social-iq: A question answering benchmark for artificial social intelligence

Reference 1

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source=pdf_text observed=2026-08-07T04:44:58.464903Z digest=sha256:7575b887e714fda0d800edee6effa477b2e37551756af351182763b8b47d23a3

Observation 3316cd5e-a9bc-468d-a283-05721b3ada39 · outbound

This paper cites Sheng, Wei Emma Zhang, Munazza Zaib, and Ahoud Alhazmi.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Sheng, Wei Emma Zhang, Munazza Zaib, and Ahoud Alhazmi

Reference 2

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source=pdf_text observed=2026-08-07T04:44:58.566590Z digest=sha256:af55fe8b14006e1f07e5db180888c64b03ae0a215c58a0d4adf2226745ae5f0d

Observation e6b21193-cbd9-4b2c-bfda-3a8063deceea · outbound

This paper cites Qwen2.5-VL Technical Report.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Qwen2.5-VL Technical Report

Reference 3

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source=pdf_text observed=2026-08-07T04:44:58.634967Z digest=sha256:388f4035875472a6d342f046ded27dd2d5e12924553447d4f0d463d7f0d250d5

Observation 9215161d-fcd7-4489-abd8-f504ee9e3adb · outbound

This paper cites PHYRE: A New Benchmark for Physical Reasoning.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models PHYRE: A New Benchmark for Physical Reasoning

Reference 4

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source=pdf_text observed=2026-08-07T04:44:58.700144Z digest=sha256:309f4f9524de6f5ed7fdef2918c67b3f03be380f14de9cb650a947fec7fdd6b5

Observation 0c5f029b-b8bb-4297-9916-6034a2be7c4f · outbound

This paper cites VideoPhy: Evaluating Physical Commonsense for Video Generation.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models VideoPhy: Evaluating Physical Commonsense for Video Generation

Reference 5

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source=pdf_text observed=2026-08-07T04:44:58.786570Z digest=sha256:aec84f60c0ce9098c7ef412f8befea8389880f6edb75d62b99267b3352d933c4

Observation ed00242b-b453-4eac-8022-3632c09b33c5 · outbound

This paper cites HourVideo: 1-Hour Video-Language Understanding.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models HourVideo: 1-Hour Video-Language Understanding

Reference 6

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source=pdf_text observed=2026-08-07T04:44:58.871782Z digest=sha256:53006ee02fac2d1790cf0066a1beb4d81c383ba4db90af7e7e77f2f672d73feb

Observation 9cf37a6e-7a0e-41ea-be32-edb88b56de13 · outbound

This paper cites ComPhy: Compositional Physical Reasoning of Objects and Events from Videos.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models ComPhy: Compositional Physical Reasoning of Objects and Events from Videos

Reference 7

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source=pdf_text observed=2026-08-07T04:44:58.928697Z digest=sha256:6a837d90f64cb57fb2c7557c846302ddfa1002ad9088c6eae9f78817155f7134

Observation ab285409-aff3-450c-b2d9-708aa346803f · outbound

This paper cites PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding

Reference 8

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source=pdf_text observed=2026-08-07T04:44:59.009056Z digest=sha256:2ca856728b585f1b6f175d720fd6bf4e3e417850de78c4007b447c98abe64cfe

Observation 412b0bde-1e4f-4451-95e3-619ecd1959bc · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

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source=pdf_text observed=2026-08-07T04:44:59.108243Z digest=sha256:bd85c56a2804fad0024a7066ec3355bc14fb811faa8f9e5c29c35edeacbadb7c

Observation a8615da6-b413-4318-b150-91431ccd7efb · outbound

This paper cites Datasheets for Datasets.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Datasheets for Datasets

Reference 10

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source=pdf_text observed=2026-08-07T04:44:59.171839Z digest=sha256:09a5f8ce954a1fac72dc36ef257786165ba2aa269d8e9124a6cf20f8572bcb60

Observation 132c9f29-7c22-4bd4-9f7e-7396acf78284 · outbound

This paper cites Causal reasoning through intervention.Causal learning: Psychology, philosophy, and computation, 5, 2007.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Causal reasoning through intervention.Causal learning: Psychology, philosophy, and computation, 5, 2007

Reference 11

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source=pdf_text observed=2026-08-07T04:44:59.219836Z digest=sha256:0694d020308ef8e5ef76e4dbb4f94da3de2c83b6a56a43243cd4fc9b3fa79bae

Observation 3959a487-d5e7-4256-979c-3260fefde00a · outbound

This paper cites Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos

Reference 12

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source=pdf_text observed=2026-08-07T04:44:59.302001Z digest=sha256:5e4f19c6bb2681d7dd2b03af2e43b1aabf6cbaabef66ccf65edf7f7a5c9083b4

Observation 2e819dca-8a79-4f5a-acf5-0d98a13143f7 · outbound

This paper cites Tgif-qa: Toward spatio-temporal reasoning in visual question answering.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Tgif-qa: Toward spatio-temporal reasoning in visual question answering

Reference 13

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source=pdf_text observed=2026-08-07T04:44:59.403213Z digest=sha256:a95ab0d5986ddfa74a56e4cb70a7da0afd960e2f2fafb3b968e45b54c5af37a0

Observation 3facfe9c-da71-4bad-93dd-ad7659a6695f · outbound

This paper cites The Kinetics Human Action Video Dataset.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models The Kinetics Human Action Video Dataset

Reference 14

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source=pdf_text observed=2026-08-07T04:44:59.485305Z digest=sha256:15137c6ac9213e27ea1dad4aa6e73149f9a6685d294ef2d7506759dbe78589ac

Observation a81c8cb8-e245-4d8b-9cad-c60f0d609b6b · outbound

This paper cites Processing counterfactual and hypothetical conditionals: An fmri investigation.NeuroImage, 72:265–271, 2013.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Processing counterfactual and hypothetical conditionals: An fmri investigation.NeuroImage, 72:265–271, 2013

Reference 15

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Observation edaaddba-6db6-418d-992d-c6d6dd44a7a7 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-07T04:44:59.648649Z digest=sha256:d720a9baa48ff5d023c869ae7370f07e2ec7f4e6e9005ccbd1f29a58e03b8c71

Observation 5085d8a3-d028-4c8a-bce9-e5418ec022a7 · outbound

This paper cites Lmms-eval: Accelerating the development of large multimoal models, March 2024.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Lmms-eval: Accelerating the development of large multimoal models, March 2024

Reference 17

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source=pdf_text observed=2026-08-07T04:44:59.817601Z digest=sha256:114be304797a131314489f1f61b1fa807bedaa158ed3e5aaac1e2967dc4ba579

Observation 4a3ded07-18b9-4d13-9b43-8ebbacdf7b01 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models LLaVA-OneVision: Easy Visual Task Transfer

Reference 18

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source=pdf_text observed=2026-08-07T04:44:59.912246Z digest=sha256:8d21cae8e59c9e206b29ff297e9d2cc9c9d470444b8c8eda4ab0c75ee001895a

Observation f51502c7-a87f-45f3-a521-4b4b84b61990 · outbound

This paper cites A Survey on Benchmarks of Multimodal Large Language Models.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models A Survey on Benchmarks of Multimodal Large Language Models

Reference 19

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source=pdf_text observed=2026-08-07T04:44:59.994525Z digest=sha256:b4d3069403c77175c4e7a45c06fbe169d70698de4f85b220c96e3e1cfb5519a4

Observation 1862ce33-1422-43e6-adc1-16eed78166f6 · outbound

This paper cites From representation to reasoning: Towards both evidence and commonsense reasoning for video question-answering.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models From representation to reasoning: Towards both evidence and commonsense reasoning for video question-answering

Reference 20

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source=pdf_text observed=2026-08-07T04:45:00.035361Z digest=sha256:a3b5aa850691c15031c4aed27c4de403d02285efbe3fca4957d5e2ff1f76f7f3

Observation 2304d145-2dee-4ba1-bb10-a509a377a609 · outbound

This paper cites From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering

Reference 21

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:00.126076Z digest=sha256:696ef2825813adc43d705c13bb2e89b1a86af96b62ad14634b5dc8d2d8df576e

Observation 8808adf5-2c93-4427-b982-5191d536c889 · outbound

This paper cites Openeqa: Embodied question answering in the era of foundation models.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Openeqa: Embodied question answering in the era of foundation models

Reference 22

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source=pdf_text observed=2026-08-07T04:45:00.213211Z digest=sha256:346ca49a21bc0f9e41daaba88977c9537b10a1756d85717b1d961ce843428927

Observation 9e01ba51-5333-48b2-be59-6a13003a0f9b · outbound

This paper cites EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding

Reference 23

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source=pdf_text observed=2026-08-07T04:45:00.265342Z digest=sha256:ee7ad0d1dd95db4b3540146697047da0b26d48612a60ef4d39e60f046fc29e2e

Observation 97c7bbcd-57c1-4590-97bf-70ca5138bc23 · outbound

This paper cites Towards world simulator: Crafting physical commonsense-based benchmark for video generation,.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Towards world simulator: Crafting physical commonsense-based benchmark for video generation,

Reference 24

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source=pdf_text observed=2026-08-07T04:45:00.369247Z digest=sha256:838cfe723005390bb49231d2719b90b4f2e14a18868ff5446247f30757080927

Observation 21e1d744-225b-4017-a579-a961ece04325 · outbound

This paper cites Do generative video models understand physical principles?.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Do generative video models understand physical principles?

Reference 25

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source=pdf_text observed=2026-08-07T04:45:00.498442Z digest=sha256:bfe424e7c9f8c1385c3c7ff5d6572ab1722b871e72fc9603d9c0f23888d59681

Observation c9157285-01e5-4d63-b039-e7c11e47c7f0 · outbound

This paper cites Gpt-4v(ision) system card, 2023.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gpt-4v(ision) system card, 2023

Reference 26

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source=pdf_text observed=2026-08-07T04:45:00.579484Z digest=sha256:cf58a85532f558c73d8af6cffdc446b966731e233247dd2e7b995c1810883250

Observation c1f1413c-6394-4c13-a2db-c7f941a041c3 · outbound

This paper cites Gpt-4o, 2024.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gpt-4o, 2024

Reference 27

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source=pdf_text observed=2026-08-07T04:45:00.670428Z digest=sha256:505f45bc0967b002ff122c2f88608babd26ef08c669e6ddddabca7840d9380ee

Observation 749f9399-637e-46c4-8840-ca1198b634c9 · outbound

This paper cites CRIPP-VQA: Counterfactual reasoning about implicit physical properties via video question answering.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models CRIPP-VQA: Counterfactual reasoning about implicit physical properties via video question answering

Reference 28

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source=pdf_text observed=2026-08-07T04:45:00.716172Z digest=sha256:29e3296bd4925e708cab95f4792d19d1a6388010f67dbab0b926dbd553a1c5a2

Observation a27c0377-d165-4628-8356-6620bb1b3c8a · outbound

This paper cites CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering

Reference 29

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source=pdf_text observed=2026-08-07T04:45:00.785774Z digest=sha256:ee9324bf236945be515b797e9988211dadfe942baaf4bb9a928af3459d9032be

Observation 03b14deb-1181-4f56-8ae8-6fc0a0ffb1ec · outbound

This paper cites Large Language Models Sensitivity to The Order of Options in Multiple-Choice Questions.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Large Language Models Sensitivity to The Order of Options in Multiple-Choice Questions

Reference 30

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source=pdf_text observed=2026-08-07T04:45:00.866380Z digest=sha256:144f33fa99156906e7122e57de2a27ac46745369f62ccfc007d13a797eaf182d

Observation 4a4ee60c-492e-4d88-a047-99ce02a09dfd · outbound

This paper cites Perception Test: A Diagnostic Benchmark for Multimodal Video Models.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Perception Test: A Diagnostic Benchmark for Multimodal Video Models

Reference 31

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source=pdf_text observed=2026-08-07T04:45:01.031903Z digest=sha256:33d49d5ae88bfedadcc0d91ef041140514ac48fa4093c3bf03fa78fc38e420c3

Observation e967bfc9-8471-4deb-8a98-736eb0df26c4 · outbound

This paper cites CinePile: A Long Video Question Answering Dataset and Benchmark.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models CinePile: A Long Video Question Answering Dataset and Benchmark

Reference 32

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source=pdf_text observed=2026-08-07T04:45:01.238009Z digest=sha256:cc1c3bd889e5c6a7b5bebc523cd35b2dcfd1a40b004aeff5297a2b079a0bf05c

Observation c8c37842-f559-41df-bc41-be92c2520e31 · outbound

This paper cites IntPhys: A Framework and Benchmark for Visual Intuitive Physics Reasoning.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models IntPhys: A Framework and Benchmark for Visual Intuitive Physics Reasoning

Reference 33

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source=pdf_text observed=2026-08-07T04:45:01.399984Z digest=sha256:d586454071bddb266da8dd3bd473c1707b28049d3080406c8d5c830207af5b48

Observation 20a78be1-ebcc-42d0-a548-475e26a304ad · outbound

This paper cites Ego4d goal-step: Toward hierarchical understanding of procedural activities.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Ego4d goal-step: Toward hierarchical understanding of procedural activities

Reference 34

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source=pdf_text observed=2026-08-07T04:45:01.540151Z digest=sha256:17efa35c230b8a82652d1212a27bdf3a329dd139555ceab67175c76393ca22de

Observation 9d7017b1-3802-4473-a291-acd1e235caa7 · outbound

This paper cites Ego4D: Around the World in 3,000 Hours of Egocentric Video.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Ego4D: Around the World in 3,000 Hours of Egocentric Video

Reference 35

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source=pdf_text observed=2026-08-07T04:45:01.691636Z digest=sha256:4fef65a3f2126888763a30fd03f6be542fdc88eb13074acc7d641c2a8d3ff293

Observation c44a31b7-ccbc-4db4-861a-8726caa863b0 · outbound

This paper cites Ego-exo4d: Understanding skilled human activity from first- and third-person perspectives,.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Ego-exo4d: Understanding skilled human activity from first- and third-person perspectives,

Reference 36

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source=pdf_text observed=2026-08-07T04:45:01.841389Z digest=sha256:c919aaeadbc833042279a5a9a90927e5bf3eacd483b7103d9430f1830e3fd655

Observation d8e0d45d-3866-4016-9d08-005fd97c6353 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:02.272938Z digest=sha256:c8b2a2994e191d11ea7365ee3c0f542aa1b79606d360928da62528b77acd6a0d

Observation 702f372f-5f20-413c-9ae8-802e6337d664 · outbound

This paper cites Gemini 2.5 flash, 2025.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gemini 2.5 flash, 2025

Reference 38

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no resolver link, observed 2026-08-07T04:45:02.494976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:02.494976Z digest=sha256:d1ad28510aa1842a34f15393db6dbc079eb0ab980ebd8b8106216b94ba04c234

Observation 97ddf7df-e792-4d24-bb47-75b20b0a4dc9 · outbound

This paper cites Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:02.057866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:02.057866Z digest=sha256:d8473cede2912c8c2262d9f5aded40d66ced6ea154c436a7e121d852d8d11a2b

Observation f1e9217a-6459-4f47-b41b-385d3079dcfb · outbound

This paper cites ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life Videos.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life Videos

Reference 40

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T04:45:11.543741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:02.802410Z digest=sha256:f24098e32fe6a358c81d3bb6e319565bfb0c098fe9228e033a17340f6f28d91a

Observation c804413e-8a94-4766-bccc-da5a0043e225 · outbound

This paper cites NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions

Reference 41

Resolution
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no resolver link, observed 2026-08-07T04:45:02.947046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:02.947046Z digest=sha256:9150130d16d6033503c1d18105bbf74c9df6689d629f3a1c1b8ce065d129f22c

Observation c64d2533-aad9-421e-a88f-b4eb22396ec5 · outbound

This paper cites The Llama 3 Herd of Models.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models The Llama 3 Herd of Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:02.651654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:02.651654Z digest=sha256:44ef2f1af20ec2b7820a2b9c0a3b79c8c71859576b616038a1f6e0d8066db57a

Observation b8fc14fe-d142-47cc-a5c1-094628cdc9ec · outbound

This paper cites ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering

Reference 43

Resolution
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no resolver link, observed 2026-08-07T04:45:03.277823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.277823Z digest=sha256:312de0947ebccfab3d093a659b3e4e560e6d8cf56e64061695daa2bbe2cf53e7

Observation aa3d421f-66b2-4e32-8b7e-fc29c7556eed · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.370411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.370411Z digest=sha256:ef3c14d9f773544c9dc8cb3ad81f8137097a3d77c6fee22cc036c2afc494bae8

Observation 923b733d-9791-40d0-8884-de6d6ac0baa3 · outbound

This paper cites CLEVRER: CoLlision Events for Video REpresentation and Reasoning.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models CLEVRER: CoLlision Events for Video REpresentation and Reasoning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.139320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.139320Z digest=sha256:72f379d3b5b8444c77b6121bbc1cdb6e93ccb7bee42b13ccb9869654303d126d

Observation adce09e7-20c2-4d1d-bc7b-33b0047aae42 · outbound

This paper cites Video Question Answering: Datasets, Algorithms and Challenges.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Video Question Answering: Datasets, Algorithms and Challenges

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.529058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.529058Z digest=sha256:2eb64c3abaecf680d8a231849fad6657f24ecff929098952149c1791c73c1547

Observation ba2d123e-af32-432e-9b9a-1b00a77f2ba6 · outbound

This paper cites Contphy: Continuum physical concept learning and reasoning from videos.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Contphy: Continuum physical concept learning and reasoning from videos

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.465818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.465818Z digest=sha256:2fa89422450241830af476e2190bc9f85ee21af03a370461ab8a55d77e12c840

Observation 3e0a10d5-3cdb-43a2-8942-8d21c0d6ac0f · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.623339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.623339Z digest=sha256:d4c4c03a333ae1a86468c01e5e3ad4a6ed30193e5715080df3039ec4df5fb7f5

Observation b455ab8f-6da4-4692-92c2-7124f56d40f6 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.673237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.673237Z digest=sha256:ffcb960220ebba08141923e7cefd38ea80dc84645028c33120278e2c8c111975

Observation b3a22ddb-005e-41d1-97b3-054150954b80 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.795621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.795621Z digest=sha256:3f5a573afdf10daa6ef0767afc74e8ab72d4edf5d08acb618901c5380be5c499

Observation ce646c3f-214e-412f-aab7-e5ba61f4bd2c · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:03.883579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:03.883579Z digest=sha256:7e2e6854eaef8d105e385775bacb51b0743505107977e4660dbe5c7eaf716ab0

Observation 6d430c7b-a152-478e-91a7-97cdcdc9e2c6 · outbound

This paper cites Descriptive ii.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Descriptive ii

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:04.005637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:04.005637Z digest=sha256:a3fab38fff0d84ec36c1d3fe9b9982f85c40c2939f86d5885bdb85ba570391c0

Observation 0a19e898-046f-472b-8eb8-6152e0d9fe4b · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:04.103939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:04.103939Z digest=sha256:a9ee4746323fc25dfc14cc51a288ceead451ffe95f2dd9e587cd86868277ec56

Observation caa9e58d-8780-4274-a088-8f0408491a5d · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:04.222322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:04.222322Z digest=sha256:95a4def18b7bc5bcbcbfb5a9e2f8477c516d73d679cef751444828411db3b2a7

Observation b878ef8a-bc9e-43b5-9067-6e9f7a56307a · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:19.399783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:04.318714Z digest=sha256:cd2f03ad24fa23176e44649d300a8ac5b26da31d9d5215f6b17bd67314d3f315

Observation 9ed162d3-46c5-4387-b89c-6e3864f4db40 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:19.385874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:04.377784Z digest=sha256:8379670a6ed7c6801b77e7bf8f6f6bc7f21921c62b28351f48efd7f66cdbf4ab

Observation bfc1e739-9284-43c3-86fa-0d16861d3377 · outbound

This paper cites your answer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models your answer

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:19.372089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:04.472564Z digest=sha256:bc95ac7434d9c9e66e637cdaf813cace3009a786946c61485a678290a6c3e6e5

Observation e8592a99-dfa7-4c51-997c-f037dbdf22f4 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:19.344063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:04.661137Z digest=sha256:7e9fe79dbbacb2653098586e620a97bce303fc7f78d99ac65fc20a77eacf2ddc

Observation 08e2f3b2-ab1b-442b-900a-986610d5ff98 · outbound

This paper cites The answers should extremely plausible, but incorrect, based on what you see in the Clip.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models The answers should extremely plausible, but incorrect, based on what you see in the Clip

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:19.317383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:04.843854Z digest=sha256:bde5e93c774dfb760fd8d11614f0c707e79e55884b9d0109d94eb7868443085f

Observation 13603173-c799-4e6e-9083-8c0cd9bff05c · outbound

This paper cites Distractors **must** be similar in length and complexity to the Revised Answer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Distractors **must** be similar in length and complexity to the Revised Answer

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:19.282688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:04.943142Z digest=sha256:84a1564ce4fe57785cbc2222be8d164b7f8d144f31a249502e4d2732d5429ebe

Observation cb9ffe59-0a9d-4a10-b76d-f49ee9c8f95d · outbound

This paper cites Revise the Distractors as needed unil you have your list of four.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Revise the Distractors as needed unil you have your list of four

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:19.132481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:05.030027Z digest=sha256:6b32b0d5850c3032b9ba1d44bee1f9ea00c1c869c8d494265c0e13dc742178ab

Observation e0d14546-bd10-4737-b420-aa4e85dd3b8b · outbound

This paper cites Modify the Distractors as needed to ensure they are all different from the Revised Answer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Modify the Distractors as needed to ensure they are all different from the Revised Answer

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:19.003840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:05.105756Z digest=sha256:c483c89fd1932cb90c4f67b5cef3694658761401bf2ed675423c44b79c016490

Observation a62e7faf-e548-4a2e-8ea5-96acdb4eab23 · outbound

This paper cites [Distractor 1| Distractor 2| etc...].

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models [Distractor 1| Distractor 2| etc...]

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:18.861804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:05.228857Z digest=sha256:08dcd8455d484485e3142ab9d140b5fab0512da6692957497196b0c62af979e7

Observation dc21491a-ec60-42ad-afcd-f644f6c6bad6 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:18.727088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:05.330856Z digest=sha256:8d93a2ed5ec424e90b9c4ae05a920cad5d436da3ea3a78852ca76f43f490b189

Observation ea85bf75-757c-42ca-b1d0-0ef4b8007f58 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:18.647126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:05.427491Z digest=sha256:2f0c1c4cfba9bdc0744e3cd64735a4915c9b35754e89cdee09415f5836eb9631

Observation 5f325754-d349-4d34-afc5-ac791a089997 · outbound

This paper cites [’distractor 1.’| ’distractor 2.’| ’distractor 3.’| ’distractor 4.’].

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models [’distractor 1.’| ’distractor 2.’| ’distractor 3.’| ’distractor 4.’]

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:18.524783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:05.523172Z digest=sha256:37ed5d221c4debe149f831b32290c19cbf7ef330d7fd5a1b40a24a097d88659b

Observation ae265068-59e1-4ebc-9d0b-d60ad4e025f3 · outbound

This paper cites You follow the following steps in this task:.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models You follow the following steps in this task:

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:18.007479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:06.751190Z digest=sha256:1fb361ccfd7b7aa651d9ec477cad9737e16be9f678944637ae9d1c49dcb30d18

Observation 8c44117c-ed4c-449e-953d-d6872a8bf572 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:17.904872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:06.830679Z digest=sha256:0c3feaf8b4ffb75c7dccbd6569c297dc8b0130863205d62fa60465acf1a8fd60

Observation 417adc5e-726d-4942-b15e-f06abac1c6ac · outbound

This paper cites Please sound as polished as possible and make certain to capture the gist of the Original Answer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Please sound as polished as possible and make certain to capture the gist of the Original Answer

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:17.728621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:06.999865Z digest=sha256:5037d6b7aee1b638569d69bb63b9a8ff550310473246f7d3c88cc73e26dfe322

Observation 776bfcc8-8a41-4d95-b139-aa8bb98f6543 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:17.460432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.087752Z digest=sha256:ca10bca17184cea7afaeae545c6e28afa844789f0274ef4a7634d9f1ab435f79

Observation 6abad4e7-1ec6-4c54-bf90-c574063611a3 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:17.351485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.218298Z digest=sha256:19f045062e1c4345559d9ae156db72b9d450aaec9f9cd7290eda1b78d003ef94

Observation 25b499ec-b762-41b2-9d47-f114f1860852 · outbound

This paper cites Ensure that language in the question reflects the language in the rewritten answer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Ensure that language in the question reflects the language in the rewritten answer

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:17.173730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.360635Z digest=sha256:4cba0b46b25749208251ef0fb69433db7b5d399a4c672aad6f2669ce2c0d12b6

Observation e67ae395-8e56-4fa1-a558-efd4ab5fc516 · outbound

This paper cites Now make certain that the rewritten question has the same meaning as the Original Question.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Now make certain that the rewritten question has the same meaning as the Original Question

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:17.013439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.501348Z digest=sha256:e3bde0e7e5b0652500cbba67d472ee23a8dea028a12faaf98f3e5ed12cfc97a8

Observation d1d5d2d8-cb61-441b-9477-d5f366fa7f36 · outbound

This paper cites the rewritten answer you came up with in step 2, adjusted for any changes from steps 3 and 4.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models the rewritten answer you came up with in step 2, adjusted for any changes from steps 3 and 4

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:16.836892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.585936Z digest=sha256:6573a5ff3f64a26fc6934d03aa52eb5c6d276da4d70a292fcb3ba27d7c1d2efa

Observation e62c39c6-c892-49d7-aa02-e69d233ed2b9 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:16.688247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.676622Z digest=sha256:757394cae3a8474baaab8fab897bcf1a3e6aa19ac779e8d0d46f8d476c927c5e

Observation f31a9cca-b62e-4f13-9dd9-e0409acbbf54 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:16.545485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:07.920648Z digest=sha256:c142f09451cf929ae34eebbe7b27cbbea62f27dcbd77d17eee16b5fc597916f8

Observation 839f3e0f-ed82-4901-8089-db7c390c3cca · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:16.342273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:08.237140Z digest=sha256:214b9aaeb598888e8855132ea83ae439017a82b640437f99c113584ffb629196

Observation 90325542-f486-4c0c-b365-8794c509e2b9 · outbound

This paper cites the rewritten New Answer you came up with in step 2.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models the rewritten New Answer you came up with in step 2

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:16.160603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:08.453484Z digest=sha256:ed16a2e98f9b048bef12ee40c194449925891fcc404e89bde493223a94e68ca3

Observation 048b3a48-a591-42e5-b863-a24c12783ce3 · outbound

This paper cites Important Words will only be found in the Original Question.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Important Words will only be found in the Original Question

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:15.992354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:08.734053Z digest=sha256:82dcde7548f9b1327a232b32fc1614ca8261d3ea48480b92405d1e52eb9bda22

Observation b7a6d53e-e447-48f8-80a1-b9404b4f3645 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:15.804421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:08.848910Z digest=sha256:0526b8ab4716d736d14354f5a383746ff5204cba6e201594d67b0d81f63c4b56

Observation bb6ea2bd-741f-4451-a07a-225a1f754528 · outbound

This paper cites Important Words will only be found in the Original Question.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Important Words will only be found in the Original Question

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:15.469377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:08.971112Z digest=sha256:22daf56d7f9673c5223db15a5969baeac30f3118d6444642fabf8b46969309e1

Observation 378e9220-5ea6-49d2-8dc9-74aff1d76a74 · outbound

This paper cites defensive position.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models defensive position

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:15.142199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.100488Z digest=sha256:248e89b536a27bdf532c4ef812c5771ca2b64319dc358e726047a193c89ce719

Observation e99811ad-d18c-4bb0-82d3-c20636c1cd4b · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:14.719451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.173312Z digest=sha256:b42503a32808f0ed2366b8c836731a853fc8e6d8b5354744d1fdcada79c1f3f3

Observation 5f126798-fd9e-48a2-9e68-eee431f9b6e9 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:14.311917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.253384Z digest=sha256:dd6ed93d9409550681a348c716dda1947afb8f0b040742fc63e4af1ec98015f4

Observation 8829dbe9-36c6-4ae8-acb2-17e34c766c6c · outbound

This paper cites the answer you came up with in step 1, 2, 3, 4, and 6.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models the answer you came up with in step 1, 2, 3, 4, and 6

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:14.149284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.362150Z digest=sha256:cd4e1fd6701939fea37eca4153846188fb2fbf28307a4dbdf06fb3a9b90d1e9b

Observation 72e60af5-8fbe-4dd5-92e4-b6983a202ea7 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:19.357593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.450483Z digest=sha256:58bcca681ea6f09ea3f60838fd005e48cf1f185cff876195c6d6705b8f5ea8c9

Observation 347a4932-5826-4a17-a9b2-4b280df6f5db · outbound

This paper cites |", ",",.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models |", ",",

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:14.033219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.527449Z digest=sha256:cc6717101247eed14d94b0687bfff55a8f6ab3ade02371612bdbe9b42ac4a5ca

Observation 2e6c783a-28fd-41a7-9481-5bc075b63380 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:19.330274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.618527Z digest=sha256:8b3f3822fdc5477b6f1c405d3f0bb44ff879e11e3b70734d6abc014db9c1e495

Observation d73db59d-0170-4689-925e-6eb7f08ccbf3 · outbound

This paper cites They **must** be similar in length and complexity to the Revised Answer.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models They **must** be similar in length and complexity to the Revised Answer

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:13.888407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.736526Z digest=sha256:13f117c8328009e73e2c82569f4bf6328c815156fc6bd86ace35b0855e7692e9

Observation faa44f19-5779-4bdb-93af-27f84746212f · outbound

This paper cites Encourage yourself to think outside the box and consider unconventional explanations or scenarios.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Encourage yourself to think outside the box and consider unconventional explanations or scenarios

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:13.744472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.840518Z digest=sha256:773d4ab574d9215eacae1bf3bc85dd543c1533d078d2fcf21d3f0b2daa0ef220

Observation 6f525a2b-22b1-44aa-979d-bcd6464bf869 · outbound

This paper cites **Never** repeate the Revised Answer in the New Distractors.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models **Never** repeate the Revised Answer in the New Distractors

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:13.595444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.927199Z digest=sha256:98d5521b46c628fd6db6e0966033ab98a6ad83680852b237ff7918daed07a5aa

Observation 2d0cae44-f069-433d-85e3-c54ff0ef6dc3 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:13.458271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:09.995148Z digest=sha256:bf13c6e63979e9c326eaa44058a299da01a359ca9555699593dec79bd6c38e87

Observation eb5743e3-a05c-4295-9b4a-a15c187b402e · outbound

This paper cites [New Distractor 1| New Distractor 2| etc...].

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models [New Distractor 1| New Distractor 2| etc...]

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:13.336757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.078385Z digest=sha256:8e49ce0a517c7d282aa0cae6ae439a7549696a1dbb3e77a4df9bac937e644dcd

Observation 92b41005-d995-44f6-aa4e-25ee9fb60875 · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 101

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:18.328745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.176340Z digest=sha256:4bdf47d8895fbb62e2d1c25088f7bee5d38258da5dfe783d148900a503f119d4

Observation 8e6999b8-a2d1-4a70-ae5c-bcfd2d8f8f8b · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:18.197808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.247590Z digest=sha256:af2132e63bf8ad39bb28d8786903c00ea94537fce971ef912f6ce1c30889d2c6

Observation 2ecd64e7-a254-4171-9491-740e6a9b8feb · outbound

This paper cites an unresolved cited work.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work

Reference 103

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:45:18.063729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.338069Z digest=sha256:5ce5cf6e21d73bff74f93d15e448a3636ef5a52361c70df1ec86a3b642b6a85d

Observation 5e226ed2-0529-490f-9a50-76747d0ebb61 · outbound

This paper cites The person will move backward to create space B.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models The person will move backward to create space B

Reference 104

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:13.010551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.446201Z digest=sha256:3c45b863a6a9efba746233bab0a3625a37f9eb718d5b88e0667b66893ea905da

Observation 1bc72356-c2cb-408e-9b29-3fdf391d120c · outbound

This paper cites It is supplied as a string of numbered answers separated by a pipe |.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models It is supplied as a string of numbered answers separated by a pipe |

Reference 105

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:12.772062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.544142Z digest=sha256:7d9ebf3bd7eb8b4300b6ff92bc10e38928a9aad5cf54b4474b7977d54db7d2cc

Observation 46d4a69b-4f3a-47f0-b52d-bb61c363245d · outbound

This paper cites You must choose an answer, even if you are not sure.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models You must choose an answer, even if you are not sure

Reference 106

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:45:12.538689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.672887Z digest=sha256:80013af7f6bf6527057c722b13b1b3f13fbc43285c995504f65ff29bb20fcc2f

Observation d14643e4-204c-46b9-907c-e414a8154e82 · outbound

This paper cites Your Answer from the Possible Answers as a string.

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Your Answer from the Possible Answers as a string

Reference 107

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T04:45:11.216959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T04:45:10.764292Z digest=sha256:b60be51697841ab668fc8e3a312c16d678060f9bb75f7d46ac08e86cf77ed792

Pith citing papers

Observation 06d92058-3d59-46b4-8231-8bdbdf7ab100 · inbound

Embodied AI Agents: Modeling the World cites this paper.

Embodied AI Agents: Modeling the World CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-06T22:10:27.260004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:10:27.260004Z digest=sha256:b977fb6547fe2118a5ff0897eae4a21511230a25f965199354a2559348164cb6

Observation c171c473-1f93-49b4-81ef-dec3e8bd2ca3 · inbound

ChainReaction: Causal Chain-Guided Reasoning for Modular and Explainable Causal-Why Video Question Answering cites this paper.

ChainReaction: Causal Chain-Guided Reasoning for Modular and Explainable Causal-Why Video Question Answering CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:42.914172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T14:41:42.914172Z digest=sha256:e70c0f87b3381e3162c2e4cbec8a3f667a9385ad174646b53cb8b164ee1f837b

Observation 708bd6da-b77d-409a-94e2-a59e5fbe1210 · inbound

SWITCH: Benchmarking Modeling and Handling of Tangible Interfaces in Long-horizon Embodied Scenarios cites this paper.

SWITCH: Benchmarking Modeling and Handling of Tangible Interfaces in Long-horizon Embodied Scenarios CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T21:14:09.234652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:14:09.234652Z digest=sha256:a92218ce0015f168240197c0f39ea7ee14b7db8f4f81638809381d74b8a06b7e

Observation 3496926f-5e34-48c2-8842-8cf1f30fa475 · inbound

SCP: Spatial Causal Prediction in Video cites this paper.

SCP: Spatial Causal Prediction in Video CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-15T16:50:11.238432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-15T16:47:44.523606Z digest=sha256:cb6330981cb132f9b545d2def5301cecce566c6ceeca729ea333a3924c0f08ba

Observation f67e0dff-1b29-4b5a-b2f2-c8b4d3cd176e · inbound

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models cites this paper.

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:45:49.318294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T19:36:42.100191Z digest=sha256:9b0982cf9c58e5677466d1b2051eec12f9d36131a2af1b55d397b2f6e3e11ae8

Observation b8071a87-fb3f-4568-92b6-9a6028d83d0b · inbound

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models cites this paper.

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-07-13T09:42:23.808691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:42:23.808691Z digest=sha256:5af770c681d8ab0044cbe8f3017ed1c79b70712faa918ea551504ca0ac97c54c

Observation 46edd166-7135-4700-8e81-961dbc2a1f28 · inbound

ICAT: Incident-Case-Grounded Adaptive Testing for Physical-Risk Prediction in Embodied World Models cites this paper.

ICAT: Incident-Case-Grounded Adaptive Testing for Physical-Risk Prediction in Embodied World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:30.580733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:30.580733Z digest=sha256:f0d3246174fb4a875e752371cd279bcb998f2fedbb80a9f3953d75a15be056c6

Observation d2703f24-39ad-40c5-94ad-d342a1f99f3c · inbound

Act2See: Emergent Active Visual Perception for Video Reasoning cites this paper.

Act2See: Emergent Active Visual Perception for Video Reasoning CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-09T05:45:22.912863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-08T19:34:53.683729Z digest=sha256:d55a1beea75a211cfb0b067d31b0339f16fc825e8e0b6c24448ec839daa869d1

Observation e1303ebf-f7a3-4408-9466-2d56c2c0114f · inbound

CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering cites this paper.

CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:55:23.100745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-25T04:54:23.077914Z digest=sha256:a8d566e88a2183910e58047bbda6561b2efce7b23e832c7c2787e0f1a300f480

Observation 1cdced80-7d96-455c-b023-13f2e7a1eb72 · inbound

CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering cites this paper.

CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:49:17.413207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-04T00:41:02.284215Z digest=sha256:4b1658bfc4146a7679c7a92c3109a8284447a1858c6cc4c6ee41f9a76d414204

Observation 9b9620ea-20ef-4c4e-a55d-1c0ef7d82bd4 · inbound

CRONOS: Benchmarking Counterfactual Physical Consistency in Video Models cites this paper.

CRONOS: Benchmarking Counterfactual Physical Consistency in Video Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:40:23.275017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-25T04:39:22.400458Z digest=sha256:7f02d2763330bfd4f9e03b63dbba9a6bac0275b0212f03352268c4ddcafd135f

Observation 5447d01b-d4c6-4827-988c-d999c60e73cf · inbound

What-If World: A Causal Benchmark for General World Models in Embodied Scenarios cites this paper.

What-If World: A Causal Benchmark for General World Models in Embodied Scenarios CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:23:50.387373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-29T18:23:22.987086Z digest=sha256:8f9104cd7637a17af1b334f9aa055959717558889a137380192e1142fa3a933a

Observation db74685d-7bbd-4d2a-adb2-3fea251bfeaa · inbound

YoCausal: How Far is Video Generation from World Model? A Causality Perspective cites this paper.

YoCausal: How Far is Video Generation from World Model? A Causality Perspective CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-06-29T08:33:15.575730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-29T08:27:03.674229Z digest=sha256:b3776ec420e61ac5cb3ea03e4f8944c730666627625fbdf010c186aaf390b789

Observation a1e8a19a-7040-462b-b9c1-5a55972fb968 · inbound

Cosmos 3: Omnimodal World Models for Physical AI cites this paper.

Cosmos 3: Omnimodal World Models for Physical AI CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T22:36:18.020144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-28T15:08:33.957835Z digest=sha256:eff60b84513b7ad41a987cd175107dfc34cad11449ce407777b70da280d3d99f

Observation af680def-7987-4cee-a9ab-6fdf05ead8c0 · inbound

Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs cites this paper.

Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-02T15:57:06.739294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T23:15:38.962013Z digest=sha256:607176bcc770da63e46cb96ecc6bce56c44880eeb20e7523245c5d1300ae0c7c

Observation 8b225745-5f30-4d67-8a2c-4d446751cb5f · inbound

How Should World Models Be Evaluated for Embodied Decision-Making? A Decision-Making-Centric Position cites this paper.

How Should World Models Be Evaluated for Embodied Decision-Making? A Decision-Making-Centric Position CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-06-30T10:34:36.404842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T10:31:37.108792Z digest=sha256:c7064649035c170373c0f39c0acc57fe995552404c52f3d4bb34ec843647812b

Observation dcb352d9-db36-4f16-9b37-98c599dc3ae0 · inbound

PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models cites this paper.

PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-07-04T12:49:53.096775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-26T05:46:21.198781Z digest=sha256:86f1456a113c8471d928a3f6899f3cb4f28d89c7113ea77b7a75f3adb7e7b795

Observation 1b8029b4-2516-49b7-a44f-e357bfb86ed4 · inbound

PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models cites this paper.

PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-06-30T12:04:39.227823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T10:19:06.268547Z digest=sha256:461fa49bd52b75893d71f093369e3639c99bb4ec579b2c795eb65db31791f5d1

Observation 02a00a76-2403-43e0-a327-2d3c184a685b · inbound

RetroHolmes: When Semantic Plausibility Fails Retrospective Physical Process Reasoning cites this paper.

RetroHolmes: When Semantic Plausibility Fails Retrospective Physical Process Reasoning CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-14T07:27:08.281893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T07:27:08.281893Z digest=sha256:4a143280e5c06f7d68f05e4285b42f3b64538dffdd76edd4d4d118251b38ade6