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Paper Citation Record · LEDGER

CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models

As of 9 August 2026, this Paper Citation Record lists 100 of 104 outbound references and 18 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 118 of 118 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:10:27.260004Z

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=sha256:4b7fefd6bdfba778e053ad6c0434cd2b872fcbe085c6c7ed27bcf45c82ba8168

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=sha256:49f5ecdc0a39a3177b918351da0a4d718e142f87debc13f70a0bbe6030a88669

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=sha256:84213017696db19607365d5677acbad1ef96daeccb3938b7faad2db537c27e93

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=sha256:420e674bbafe1c6167c05080d533b6851438a9879bff8887f13776266987c7cb

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=sha256:351d0c876f2826db212c52c8725a87748204d432011851df7f0b659cd6c492ca

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=sha256:92ec423fda2cf2662deb5a5f56a999a4c8162c8294fe581be52ae6a86d405ab9

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=sha256:003f1f9882a083b9721e6cb4594cbda5f2a1090de2672cf535cb0ef7d9dfd04c

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:f1ff9e4847b6f189d2be8b89e3805db0f3f72715afaa592c510e7dd2900dac49

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=sha256:981471d16f8334d984375d2633da84e3cd6a9e186804813ba346c4bb70f47b88

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:f6217335c17d5c18d101bd7fe49069688e98226a8fae7df2dd2c864d738bb8b8

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=sha256:05f9c85e8428218de072a75d949d44028dd93c517e72158c842fead67b33cbd5

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=sha256:7652dd22f3a7da5c7f44d37a25a74097f7d003fdf4e054d69415f9082abf7b21

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=sha256:68f74c170c2940cceee7cce33650303356b5e013bf35f8c8fefe6688f9ba1489

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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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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source=pdf_text observed=2026-08-07T04:44:59.568462Z digest=sha256:ca6bdb81848419c305e8aff182ebc82c27a493aa7d91f39117dfcbbc077cc4e8

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:acb0117cd31342a4bbff285eedbddc0bf794b4410abdc6d69ac67fa9af1ebcca

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:e9fa17474ef5954415886d0ebcfb09d90f107f2955c2751e5343b3fa624192f0

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=sha256:95300366106d11de1d990137a39dce7fc2b36e313d9b303f5440af9ede90bead

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:c06fea2b694b8a2c74c37bb6395ecf8fd386ebf1959bbf532f5198e78332676d

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=sha256:3741dc9b93cde74bc2a04305ca1f5b9262f6e17f4ce9bcd6873e146a8289d610

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:00.126076Z digest=sha256:be0d52910c5b4ef7d74f165fe9b6de90c24d82f30bfba6e74819820657bee9d1

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:d814a6c066fc975ac850ab231b24fbb9eb011efde528e3257cbf1ecf8960afc5

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:c8296722015d41051dc78c2d7c03a5c253a925a4958b9d3d9b3af17e52779c65

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:f97beade57bccfde61ab3cba4090f44e2e6b145abc5e94990b2631f57dda92e9

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=sha256:0209941c5d06a9b817ac453b26c25ef7aef1c4ee5e809594b521823da08de74f

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=sha256:7dbe3b180465c5198dc92179dfe9ee0bc89b2318ca37fa5f41c245ca0d591490

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:a6b032beedc7d6f9b4be3363b5d4ff2d9d195c99e2361c95f7b553f706b0616f

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=sha256:28d0ca745c983f417d542c2e982a9b18a9e361d9d73f774992f7f1eb04280810

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=sha256:8b7468600905c8e6ad80f55ba2d299a526eacf0b162bb3a780dee8f77a147ff2

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:e44336852aff5e3c26e776ec824243602c8d9f5d50ac8434b59a677a825972a0

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=sha256:7c48f0d7e526c09398f0953b7ca728ada97456ffa0705ef4c85ccfcc36c8f051

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=sha256:19c0ba815c9ddfa57cdb4994138e1f81140aa45b2e7eeef21e023e037b61df2f

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:a70fcce9ce47516c2f95d5fce391b96d6e5db48e1849ae9d662f64b956271063

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=sha256:3d74c30ad770cc02c7b16f8a3c35a2f69802971ebf6d86814bbbc34009fe7d94

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:b28c2065a24fb1f94e9f5f0c656c815c9288490769d7f4bbe4b5a113333f815a

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:e5ba68a43ef4a387f7af133ddd7966c3da3c05e60c909f3714add6a23d966418

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

Resolution
unresolved
no resolver link, observed 2026-08-07T04:45:02.272938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:45:02.272938Z digest=sha256:7b88ed5d7b5ade6932861c4dbbe7c9da9157fa03d36ead27fd983e92b3c90ec4

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:c5e9072f3d957dc8ac7ca9fddc20142dcee2ee36490f9550f06ae3ad647c8394

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:fb1424b2237a2618d7964af2ad28734705d194c3f6826ae339a14c5fa71d24f9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:02.802410Z digest=sha256:a087c22a78552692c119087e7050970756a8d381aa96091e6cec1cbc7f1a7d54

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=sha256:9bc10550f5127b18a6623f477f7b51e16bece3cd1fa4fd137e9dfdf5fa193a10

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:a2235e822185a6fd095996747ac6960297ec6624e540f2a0a93324a0663a1fcd

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
unresolved
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:becee8db7e15d2476842570f35dff4a348c18384e5e8ed9769604ea1b1f8f129

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:b3b0fd308f17e10c9fa27865d7f58e6a8b1ad0663f66465348f9b5026ce9ed9e

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=sha256:3bd64e93f706ce9d7cac4788f4a041696c68764c24c9967328fe566da4257214

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=sha256:90c26bc95070611782bee3191ab8d14ecdf8206fceeb3056f053e627116f3e62

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=sha256:015ec195356251f6ea93270d7100037039fa63363a84a9e32b92b26a7f89159c

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=sha256:63f66136223fbd7ef64cdc1efd55cb9e6aec5b3458317c4984dcd74501f6257b

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=sha256:162db82ddfde9394ba36dc10cb295e708ddf4d9d10cbb61d6161c4f271f3cb1e

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=sha256:97134bf2caa8ad238deda3f3630d441d58de78a04df0ba5e8b5e76c88bc1ce98

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:b05c77bad52adf395ee342d93bc6d1c721c064223fee3856dec64064b3c37a47

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:de875de2deaed9455b9306f6c0dee855f942097759b04f6dfb0643c553834a73

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=sha256:11e2a134be0f0a5c88132e8c1d49ead2fba65fcf71a737a3aff472f473903234

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:f55875563ecf8aa0a2461b056dfe7b5f819365b538232cb818252ac7d48e7ee4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:04.318714Z digest=sha256:e85376a379045f648e94f5e3bebadab32071afb4259ce6727dc212457c41c62f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:04.377784Z digest=sha256:cbef409a4edd1fd97321ff8b3f997c654b15c00d6774dfc7f40d650249f97cf9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:04.472564Z digest=sha256:5e368c510a3d650836241f5ab730f6695f32b364897b06e785fffdf9e3ae3429

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:04.661137Z digest=sha256:59ec971569cdf0ac23664bcb7b18de5a23104f9f14a0a98625ee722f8bc930bc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:04.843854Z digest=sha256:15c5de277c6ff3de601f7c80f14de455b9c531a1b0aeca968bc2c623f9cd0e6d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:04.943142Z digest=sha256:bfcc302ee510140806c527811fb4d4aad1707952e4adb46ad62be17eb47a2933

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:05.030027Z digest=sha256:5f68f8912520baa5ba6349d44e7d8b3e88355f6456737a3e27df84294e229c74

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:05.105756Z digest=sha256:56e30e3cfe5531621df2d6786320cd43f8122917c127bdee1eae4906b400fd52

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:05.228857Z digest=sha256:953cd5fa474a8164e027cfded58bd2e561e78d94ba80a15e010f098a87857288

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:05.330856Z digest=sha256:52c209ec9c88c3d674c0dc0b732317e22ce58067a5f48c5dca28a6fb021ee796

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:05.427491Z digest=sha256:5e9e3d763b35af948085cbd22b9eb64bd0dfc22bfc8f3706ebecd67447f3aa8d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:05.523172Z digest=sha256:aadec42ba65134eb9d3127561f6fdf6f1204639673b48b98eb149d25681fe49c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:06.751190Z digest=sha256:efcd7b361e5858c0886698c82372a4a39eaaba702a3bb19bb68aefbf78fa0ebc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:06.830679Z digest=sha256:6346e4b26adf19042653ac24b4826d5444251178c77c39fa563f0efb4e5432d3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:06.999865Z digest=sha256:79f170d38dc072633590558460ccb581bbba665c90d4a281cf27d7fef3542953

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.087752Z digest=sha256:d0db24cfbf27b355410a00c5486bbe02da01f45da5955be83430d9c02df3b7fb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.218298Z digest=sha256:b9701c4080f5ce8a518c49a83d0226824cd244ff8f289c858532010a4e849424

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.360635Z digest=sha256:ba31b29ec234f40e2a33cb1d991bf4a4a3ad5c69405b9323fe8a791182ceda8e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.501348Z digest=sha256:199d12e30d1de5749b65f8fc4dd931a744b66e113ed8045e6ebf4c7c3ff89ce8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.585936Z digest=sha256:4fb582e60d5c0104a9653c86f3dbdb5c275876ac6b73b23cf773d481a9b2047a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.676622Z digest=sha256:809549e151827a3eb805a098839b08ad607fbd3d870727c47fff108c9fcc788f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:07.920648Z digest=sha256:5390a7d9555e39252d81b954c420a31f64770e872d784a949d241975849e1814

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:08.237140Z digest=sha256:83e32e31a6c934e90d680c9a07dfb1b17e6d9db7c786863db3e669e24f5c1a7b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:08.453484Z digest=sha256:2b724c8692d393e8b42ebcc5236bd13edd3c274bdeeac66b3c85b48a53dd204e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:08.734053Z digest=sha256:db2a42666d0ad712297299285e57901343fd98da22973713cdfe7f9f27a4f19d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:08.848910Z digest=sha256:60e16bfcda500f29431ebf0c4a91809f77e8a8c616958dc36079aa49741c2b72

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:08.971112Z digest=sha256:c7341d94fe048b8c734286f7e29ce41dd1d49aff47a44ac99310321c9d845a5a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.100488Z digest=sha256:96cbd80189849c0d6add6ae2585368063a17d38e9602d8c07762f807bf11e5db

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.173312Z digest=sha256:af25a7ec40f5475ec51806d32ddb435630cc9f6938270ff5496ba321055359b1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.253384Z digest=sha256:7bbfd134adf37ced4219002c1d2b8097cd7f4488d74a80eb2e2e793396258c36

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.362150Z digest=sha256:48ce47eed47e7cb2b06dc62bc7b77563b729afb65a86c6a5c6850c3b22c8e9b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.450483Z digest=sha256:a9d42bf14c3bf90370dabfbe67a2801db27249652e256dc8ab258e0420d031e8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.527449Z digest=sha256:8542bb261f240792dcbe7ab755b82b262c1e6f1920366445ed8b3b7fc8ac9050

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.618527Z digest=sha256:f224688e6af34408a1f6708338be050fde38a9d8874b208d104172f86667b035

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.736526Z digest=sha256:3cd4b51c53a304fa1860a01f59e68daddbbbfad3c8b9dda9f85ad8f969a33627

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.840518Z digest=sha256:4f22f62cb7be901f7fb2eefeb36e8e389731098c1eaeba5868bc0fcd6db2928a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.927199Z digest=sha256:4d6edb10eca055d4509e3381cd4a9ce62d7ca062ade4fff8f84e74783674443c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:09.995148Z digest=sha256:e170c20491b1fa2c7d22d8e4852a697404c2cdfa4ed3c93ffeaadfd9750ead4a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.078385Z digest=sha256:cd65aef5174f52a26dd2442c12d95f9e8edfbddd5debea1d912e6e8123169aa9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.176340Z digest=sha256:7bc94403fd54e1a18fd151a1003a8e60b91aab56f8a66b21486c620268c6c5a1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.247590Z digest=sha256:47369eecbe9fec33d90df4de8f74a63e62405135e2086b3722a96a281eb4667b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.338069Z digest=sha256:3e65bed1792c761f66b198dd48916edcb5d61cea0feba94d47cecb16223dcde5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.446201Z digest=sha256:403911a4046b0a6a8e0854537b1065c3aca839eb1b4c8f542949835c15e53fe9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.544142Z digest=sha256:da82ee06a3e72e1204c2247ef27b67caf6ecf0d26b2970590c00feb76b8c2fae

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.672887Z digest=sha256:45a1883c6214f6420bd8e8cf09185097f9021c8548bb139c282f9d83aa116d7c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:45:10.764292Z digest=sha256:999d80cacbbfeb69ede988bdd462f351d6bc88cdeeb6ed03cf2bdc382b2aa6c8

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=sha256:34ec8d89d25ac55fc5ac9874a2bd2ea54193aedf18102a74df5d6b3c847bc127

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:e68c038de4da584be45911e0ba21e051bdb42301e54e62c8e07625912c7ae3ba

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=sha256:04fe286274622c05ce5d76f74bd4d5cc1fda2c40d2301bd5821e7df018dfb89c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T16:47:44.523606Z digest=sha256:2289f9193f0216b86e5e5167cf049b7a1f899e8414974a836cdcf29cb5c2545b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T19:36:42.100191Z digest=sha256:b6364a9b0c89ac052c99bfc7c79db92098c940da55e0941bad2b6e7bfded8322

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:c535a6822e7c157d7987af6dfc402efce35d7d4cf5c98353c7c9f458ac92dc62

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T19:34:53.683729Z digest=sha256:c158a2cafdd8285a3e95bc4edc764cef3ec5973ee0b939fb6fbd65189edd7a17

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-25T04:54:23.077914Z digest=sha256:40becdf2f9870037a8dd9804cc355368f952ee667b666245ad2dcfec62fabe24

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-04T00:41:02.284215Z digest=sha256:c19247d601ac82f76d5c521ed437d3ddb50e6026c82202f5ce2b43323c2360ba

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-25T04:39:22.400458Z digest=sha256:e9bd1d2262bace255a4b5c1d43cc08aabb3ffefe0560f1dcecec098513f8f296

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T18:23:22.987086Z digest=sha256:23607b03f62da368034e6effe1d0d2b9a0361ed3807ef41d3e9fea8284fed883

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T08:27:03.674229Z digest=sha256:2d35b36e54a8371d06b115d211f58849de1c2b374f9672ceeeeefeac7b8c5b61

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T15:08:33.957835Z digest=sha256:17209c47d533bde5da614e6f77e3bf7157b418be6f2058b0d3747640a0b2a25d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-27T23:15:38.962013Z digest=sha256:e35903099edbd76fcb2b09c91d68c22aa94bb84603b137c2b1045df43e55ed23

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:31:37.108792Z digest=sha256:1db3da724002aa6737b98003fc17efad03c7ffd1f822e28190759381eab17378

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T05:46:21.198781Z digest=sha256:a382866dba9f3f14c4ea3fac2c00868bbc0809c72c8dcafc677c33ac4e28670a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:19:06.268547Z digest=sha256:3fb40cfb57c68ee59910511a07c1a88c91eb53c30480694af8a1fd3219bef2fb

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=sha256:253ee650e2c5e610bb003ff085570eb9bf91c3d9a1a3f980a2d7801dc473ab31