Paper Citation Record · LEDGER

PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

As of 13 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 21 inbound Pith citation observations for arXiv:2505.15929.

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

pith.paper-citation-record.v1
2505.15929 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:14:57.037860Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:28:12.530736Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy12
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation b78bea23-a898-495a-a75a-02d8275f9a06 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:53.172403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e439b333-c5b5-47e5-949c-6a3e219cbc35 · outbound

This paper cites Learning to reason with llms, 2024.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Learning to reason with llms, 2024

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:53.227633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 342e293d-ee0d-400a-a6b4-b4fb22d5bfad · outbound

This paper cites Gemini 2.5: Our most intelligent ai model, 2025.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Gemini 2.5: Our most intelligent ai model, 2025

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:01.088109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d84655b-da3d-4951-ab26-7b3b63fefe14 · outbound

This paper cites American invitational mathematics examination - aime.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? American invitational mathematics examination - aime

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:00.777714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c423dbb0-026c-4380-a740-a45068e7d3a1 · outbound

This paper cites Gpqa: A graduate-level google-proof q&a benchmark.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Gpqa: A graduate-level google-proof q&a benchmark

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:53.550019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba5a286c-63f5-4d83-80b9-b4fd5e146d0f · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Measuring Mathematical Problem Solving With the MATH Dataset

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:53.682355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59fca484-3380-4201-ba96-2e74633c2571 · outbound

This paper cites Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:53.785407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fca1732-8627-4f21-b35c-00e169bd1008 · outbound

This paper cites GPT-4o System Card.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? GPT-4o System Card

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:53.892671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c39363-4f9f-4016-be48-fb11d45197a3 · outbound

This paper cites Claude 3.7 sonnet and claude code.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Claude 3.7 sonnet and claude code

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:00.496769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 196d1414-60e3-41d3-b848-b65565fa48e4 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.108112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9810b2fb-2944-49ea-9569-36016ac74b9e · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Measuring multimodal mathematical reasoning with math-vision dataset

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.208859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 491d8f14-3f91-447c-9efc-cdea6ad77611 · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? InEuropean Conference on Computer Vision, pages 169–186.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? InEuropean Conference on Computer Vision, pages 169–186

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.301594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a3fbdee-2739-43d7-923d-d88dd32a368e · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.398188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e72e41a-3861-42b4-b98c-1fab90fbf033 · outbound

This paper cites PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.491719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2102773-696d-4bef-a826-ea06e5e147db · outbound

This paper cites UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.586721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8db1e2d3-3e8a-43f8-ae89-ae5b70f04e1b · outbound

This paper cites Introducing openai o3 and o4-mini.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Introducing openai o3 and o4-mini

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.682206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38577cbc-db51-4260-b7d6-3b10140ddb79 · outbound

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

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? LLaVA-OneVision: Easy Visual Task Transfer

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.764926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fa76702-21c1-4f01-8b2a-ed31e90f6b6f · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:54.840336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebcbea2c-0144-46ec-ab4e-6e7abe88e44d · outbound

This paper cites Introducing claude 3.5 sonnet.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Introducing claude 3.5 sonnet

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:00.268501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a56434c2-40d3-4019-b3b9-082b72123f3d · outbound

This paper cites Claude 3.5 haiku.https://www.anthropic.com/claude/haiku, 2024.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Claude 3.5 haiku.https://www.anthropic.com/claude/haiku, 2024

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:00.055321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3ab6f159-b65f-4550-b531-c09f3494b5ba · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.105060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c368113-baa1-4de6-878a-5589374f730c · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Yi: Open Foundation Models by 01.AI

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.183191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b82ef62c-4407-4bd9-83b1-85d85be5d61e · outbound

This paper cites Openai o3-mini: Pushing the frontier of cost-effective reasoning.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Openai o3-mini: Pushing the frontier of cost-effective reasoning

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:59.733039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 28f1fee8-e79c-4a71-ad8f-cda74c241df1 · outbound

This paper cites Deepseek-v3 technical report, 2025.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Deepseek-v3 technical report, 2025

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.372041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9526ef2-9bd6-4d9e-82b5-dec58b7863f2 · outbound

This paper cites Qwen3 Technical Report.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Qwen3 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.448093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 417d3b3c-a457-405a-bf78-67bbd79914f2 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Chain-of-thought prompting elicits reasoning in large language models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.535619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56227b98-185a-4490-8e32-cfb6d7c01eec · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.607028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51c24429-4c24-433d-add5-23193643f2a3 · outbound

This paper cites Measuring massive multitask language understanding.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Measuring massive multitask language understanding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.680430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353c7c39-5d72-4f08-98e5-e3a3f709d3e1 · outbound

This paper cites Scieval: A multi-level large language model evaluation benchmark for scientific research.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Scieval: A multi-level large language model evaluation benchmark for scientific research

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.745978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6453fee3-6666-4f2f-8ea4-f1d52092ede6 · outbound

This paper cites Program Synthesis with Large Language Models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Program Synthesis with Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.833719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ebe90c6-13d5-445d-91ac-aa35e7760cdb · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Instruction-Following Evaluation for Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:55.925173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9242a5f-d9ed-4640-8c12-b6d50d3c38a5 · outbound

This paper cites Scibench: Evaluating college-level scientific problem-solving abilities of large language models.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Scibench: Evaluating college-level scientific problem-solving abilities of large language models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:56.021214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7317400-2081-4cbc-bda6-10299aed3255 · outbound

This paper cites Olympicarena: Benchmarking multi-discipline cognitive reasoning for superintelligent ai.Advances in Neural Information Processing Systems, 37:19209–19253, 2024.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Olympicarena: Benchmarking multi-discipline cognitive reasoning for superintelligent ai.Advances in Neural Information Processing Systems, 37:19209–19253, 2024

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:56.095293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e334986c-2ad5-4c0b-b2e9-bd3c3f83957c · outbound

This paper cites PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:56.170429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3269c397-9cf3-456c-a0c7-69b46502952b · outbound

This paper cites Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:56.253584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b07447b3-6197-4901-bc8b-50fb7e15361b · outbound

This paper cites Translating the scenario into a physics framework.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Translating the scenario into a physics framework

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:59.306780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6d86d93c-7f94-4d2b-b685-885d2d5aaba8 · outbound

This paper cites an unresolved cited work.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:14:59.037284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 700c6948-1d2e-4f32-8f2e-c6c96ea36ea8 · outbound

This paper cites an unresolved cited work.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:14:58.719696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 22a7c545-a912-4e4b-8d14-7de2607fe1d2 · outbound

This paper cites starts from rest.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? starts from rest

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:58.616582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 873f9bb7-fbae-492d-b335-ef490f7e1590 · outbound

This paper cites Do not select this for basic algebra or substitutions.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Do *not* select this for basic algebra or substitutions

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:58.329141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 17940a5e-f2b7-40cf-bbf3-2a8ca1160b00 · outbound

This paper cites Figure 20: Prompt for reasoning type labeling (1).

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Figure 20: Prompt for reasoning type labeling (1)

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:58.071820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 55cec69b-375b-461f-ba78-cfb094c52015 · outbound

This paper cites an unresolved cited work.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:14:57.892808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e804b8c7-643e-4645-8e79-5b7957e8cb64 · outbound

This paper cites an unresolved cited work.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:14:57.792543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 94aeca16-0916-46da-aed1-665ba809d7c0 · outbound

This paper cites most critical.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? most critical

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:57.659245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation be59038e-6429-4eb0-8404-23f0b87792d2 · outbound

This paper cites Reasoning Type A.

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Reasoning Type A

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:14:57.557568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation fdc52470-24ca-4de1-b926-102f689a3f5a · inbound

Enhancing Test-Time Scaling of Large Language Models with Hierarchical Retrieval-Augmented MCTS cites this paper.

Enhancing Test-Time Scaling of Large Language Models with Hierarchical Retrieval-Augmented MCTS PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:28:12.530736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 741a7c8f-3484-478d-aea1-29d25bd15b1c · inbound

Skywork-R1V3 Technical Report cites this paper.

Skywork-R1V3 Technical Report PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T19:14:04.701180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91ba5e24-d32c-4567-b23a-686da8c70b63 · inbound

DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning cites this paper.

DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T23:27:34.265510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac48a2a-0bd2-4f68-a25c-596d10439f3b · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 154

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:39.420528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 868c8a6e-4262-4fed-ab85-efd457621413 · inbound

Inferring Dynamic Physical Properties from Video Foundation Models cites this paper.

Inferring Dynamic Physical Properties from Video Foundation Models PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T10:11:14.096550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 38ad7694-9219-4ab2-8b59-c56bba7f63b0 · inbound

VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction cites this paper.

VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-22T11:11:27.505440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a8d11a44-413c-47ea-a30f-3cebca5b4d17 · inbound

Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding cites this paper.

Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 97

Resolution: verified exact; arxiv_id, observed 2026-05-15T09:15:21.101689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 035ed2b4-6d55-4ed0-b8b0-63c4421b7e94 · inbound

PolyReal: A Benchmark for Real-World Polymer Science Workflows cites this paper.

PolyReal: A Benchmark for Real-World Polymer Science Workflows PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T19:58:12.232094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 68833faa-6deb-4709-82af-4218bd393979 · inbound

FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning cites this paper.

FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-13T16:52:59.446548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9dd3a8c7-b484-43e6-8630-cdb80d5a7dad · inbound

FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning cites this paper.

FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T12:10:53.720348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e33051bc-114d-448f-ad79-29b080411f5c · inbound

PhysInOne: Visual Physics Learning and Reasoning in One Suite cites this paper.

PhysInOne: Visual Physics Learning and Reasoning in One Suite PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 76

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:25:59.545068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 90055d17-19b7-48e2-b39b-79839f2d40ff · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 103

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:25:59.180465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 740148db-d5d4-41b3-a21c-1f7bbcf42dc2 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 116

Resolution: unresolved; no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b4cf8a9-f287-4295-af72-d4a28ac01331 · inbound

Reasoning Dynamics and the Limits of Monitoring Modality Reliance in Vision-Language Models cites this paper.

Reasoning Dynamics and the Limits of Monitoring Modality Reliance in Vision-Language Models PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:00:04.035739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8b18e02c-a0e2-474c-82c5-d639379b8bda · inbound

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning cites this paper.

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:36:26.039156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0814e9b9-b137-4bbf-8273-b7ae11975067 · inbound

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning cites this paper.

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T07:47:33.358872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f0c2c97b-38a1-495c-8aac-8b4e8d8b2e6a · inbound

Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity cites this paper.

Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 95

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T19:07:17.464956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 123eda83-65c0-461a-8984-15adb5478dbe · inbound

Apple-$\pi$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence cites this paper.

Apple-$\pi$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-01T21:07:27.212233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d9e5ae1-5605-4136-90cc-9166c81369af · inbound

Though Language Models Err While They Strive: Conformal Prediction for Self-Correcting Scientific Generation cites this paper.

Though Language Models Err While They Strive: Conformal Prediction for Self-Correcting Scientific Generation PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T20:16:17.037719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce460896-e6f5-4cb4-a343-8b5b2fdb2344 · inbound

Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning cites this paper.

Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T11:47:26.156753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f8d2294-ff27-4414-8eeb-3f337f4b4874 · inbound

PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models cites this paper.

PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models PhyX: Does Your Model Have the "Wits" for Physical Reasoning?

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T05:01:28.195478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.