Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:45:10.764292Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:45:10.764292Z
One-hop event checks from named stored sources.
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Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:10:27.260004Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T12:49:53.095154Z
100 of 104 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e0cdc4cc-f70e-4527-a4b4-291d7cbaf374 · outbound
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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Observation 3316cd5e-a9bc-468d-a283-05721b3ada39 · outbound
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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Observation e6b21193-cbd9-4b2c-bfda-3a8063deceea · outbound
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Reference 3
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Observation 9215161d-fcd7-4489-abd8-f504ee9e3adb · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models PHYRE: A New Benchmark for Physical Reasoning
Reference 4
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Observation 0c5f029b-b8bb-4297-9916-6034a2be7c4f · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models VideoPhy: Evaluating Physical Commonsense for Video Generation
Reference 5
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Observation ed00242b-b453-4eac-8022-3632c09b33c5 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models HourVideo: 1-Hour Video-Language Understanding
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Observation 9cf37a6e-7a0e-41ea-be32-edb88b56de13 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models ComPhy: Compositional Physical Reasoning of Objects and Events from Videos
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Observation ab285409-aff3-450c-b2d9-708aa346803f · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding
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Observation 412b0bde-1e4f-4451-95e3-619ecd1959bc · outbound
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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Observation a8615da6-b413-4318-b150-91431ccd7efb · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Datasheets for Datasets
Reference 10
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Observation 132c9f29-7c22-4bd4-9f7e-7396acf78284 · outbound
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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Observation 3959a487-d5e7-4256-979c-3260fefde00a · outbound
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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Observation 2e819dca-8a79-4f5a-acf5-0d98a13143f7 · outbound
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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Observation 3facfe9c-da71-4bad-93dd-ad7659a6695f · outbound
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
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Processing counterfactual and hypothetical conditionals: An fmri investigation.NeuroImage, 72:265–271, 2013
Reference 15
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Observation edaaddba-6db6-418d-992d-c6d6dd44a7a7 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 16
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Observation 5085d8a3-d028-4c8a-bce9-e5418ec022a7 · outbound
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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Unavailable: canonical work link unavailable.
Observation 4a3ded07-18b9-4d13-9b43-8ebbacdf7b01 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models LLaVA-OneVision: Easy Visual Task Transfer
Reference 18
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Unavailable: canonical work link unavailable.
Observation f51502c7-a87f-45f3-a521-4b4b84b61990 · outbound
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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Observation 1862ce33-1422-43e6-adc1-16eed78166f6 · outbound
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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Observation 2304d145-2dee-4ba1-bb10-a509a377a609 · outbound
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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Observation 8808adf5-2c93-4427-b982-5191d536c889 · outbound
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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Observation 9e01ba51-5333-48b2-be59-6a13003a0f9b · outbound
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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Observation 97c7bbcd-57c1-4590-97bf-70ca5138bc23 · outbound
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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Observation 21e1d744-225b-4017-a579-a961ece04325 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Do generative video models understand physical principles?
Reference 25
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Observation c9157285-01e5-4d63-b039-e7c11e47c7f0 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gpt-4v(ision) system card, 2023
Reference 26
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Observation c1f1413c-6394-4c13-a2db-c7f941a041c3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gpt-4o, 2024
Reference 27
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Observation 749f9399-637e-46c4-8840-ca1198b634c9 · outbound
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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Observation a27c0377-d165-4628-8356-6620bb1b3c8a · outbound
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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Observation 03b14deb-1181-4f56-8ae8-6fc0a0ffb1ec · outbound
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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Observation 4a4ee60c-492e-4d88-a047-99ce02a09dfd · outbound
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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Observation e967bfc9-8471-4deb-8a98-736eb0df26c4 · outbound
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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Observation c8c37842-f559-41df-bc41-be92c2520e31 · outbound
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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Observation 20a78be1-ebcc-42d0-a548-475e26a304ad · outbound
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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Observation 9d7017b1-3802-4473-a291-acd1e235caa7 · outbound
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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Observation c44a31b7-ccbc-4db4-861a-8726caa863b0 · outbound
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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Observation d8e0d45d-3866-4016-9d08-005fd97c6353 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 37
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Observation 702f372f-5f20-413c-9ae8-802e6337d664 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Gemini 2.5 flash, 2025
Reference 38
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Observation 97ddf7df-e792-4d24-bb47-75b20b0a4dc9 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives
Reference 39
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Observation f1e9217a-6459-4f47-b41b-385d3079dcfb · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life Videos
Reference 40
Source-reported events for the cited work
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Observation c804413e-8a94-4766-bccc-da5a0043e225 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions
Reference 41
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Observation c64d2533-aad9-421e-a88f-b4eb22396ec5 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models The Llama 3 Herd of Models
Reference 42
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Observation b8fc14fe-d142-47cc-a5c1-094628cdc9ec · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering
Reference 43
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Observation aa3d421f-66b2-4e32-8b7e-fc29c7556eed · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models MM-LLMs: Recent Advances in MultiModal Large Language Models
Reference 44
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Observation 923b733d-9791-40d0-8884-de6d6ac0baa3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models CLEVRER: CoLlision Events for Video REpresentation and Reasoning
Reference 45
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Observation adce09e7-20c2-4d1d-bc7b-33b0047aae42 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Video Question Answering: Datasets, Algorithms and Challenges
Reference 46
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Observation ba2d123e-af32-432e-9b9a-1b00a77f2ba6 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Contphy: Continuum physical concept learning and reasoning from videos
Reference 48
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Observation 3e0a10d5-3cdb-43a2-8942-8d21c0d6ac0f · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 50
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Observation b455ab8f-6da4-4692-92c2-7124f56d40f6 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 51
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Observation b3a22ddb-005e-41d1-97b3-054150954b80 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 52
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Observation ce646c3f-214e-412f-aab7-e5ba61f4bd2c · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 53
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Observation 6d430c7b-a152-478e-91a7-97cdcdc9e2c6 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Descriptive ii
Reference 54
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Observation 0a19e898-046f-472b-8eb8-6152e0d9fe4b · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 55
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Observation caa9e58d-8780-4274-a088-8f0408491a5d · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 56
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Observation b878ef8a-bc9e-43b5-9067-6e9f7a56307a · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 57
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Observation 9ed162d3-46c5-4387-b89c-6e3864f4db40 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 58
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Observation bfc1e739-9284-43c3-86fa-0d16861d3377 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models your answer
Reference 59
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Observation e8592a99-dfa7-4c51-997c-f037dbdf22f4 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 61
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Observation 08e2f3b2-ab1b-442b-900a-986610d5ff98 · outbound
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
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Observation 13603173-c799-4e6e-9083-8c0cd9bff05c · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Distractors **must** be similar in length and complexity to the Revised Answer
Reference 64
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Observation cb9ffe59-0a9d-4a10-b76d-f49ee9c8f95d · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Revise the Distractors as needed unil you have your list of four
Reference 65
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Observation e0d14546-bd10-4737-b420-aa4e85dd3b8b · outbound
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
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Observation a62e7faf-e548-4a2e-8ea5-96acdb4eab23 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models [Distractor 1| Distractor 2| etc...]
Reference 67
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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dc21491a-ec60-42ad-afcd-f644f6c6bad6 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ea85bf75-757c-42ca-b1d0-0ef4b8007f58 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 69
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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5f325754-d349-4d34-afc5-ac791a089997 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models [’distractor 1.’| ’distractor 2.’| ’distractor 3.’| ’distractor 4.’]
Reference 70
Source-reported events for the cited work
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Observation ae265068-59e1-4ebc-9d0b-d60ad4e025f3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models You follow the following steps in this task:
Reference 74
Source-reported events for the cited work
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Observation 8c44117c-ed4c-449e-953d-d6872a8bf572 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 75
Source-reported events for the cited work
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Observation 417adc5e-726d-4942-b15e-f06abac1c6ac · outbound
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
Source-reported events for the cited work
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Observation 776bfcc8-8a41-4d95-b139-aa8bb98f6543 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 77
Source-reported events for the cited work
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Observation 6abad4e7-1ec6-4c54-bf90-c574063611a3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 78
Source-reported events for the cited work
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Observation 25b499ec-b762-41b2-9d47-f114f1860852 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e67ae395-8e56-4fa1-a558-efd4ab5fc516 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d1d5d2d8-cb61-441b-9477-d5f366fa7f36 · outbound
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
Source-reported events for the cited work
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Observation e62c39c6-c892-49d7-aa02-e69d233ed2b9 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 82
Source-reported events for the cited work
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Observation f31a9cca-b62e-4f13-9dd9-e0409acbbf54 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 839f3e0f-ed82-4901-8089-db7c390c3cca · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 90325542-f486-4c0c-b365-8794c509e2b9 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models the rewritten New Answer you came up with in step 2
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 048b3a48-a591-42e5-b863-a24c12783ce3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Important Words will only be found in the Original Question
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b7a6d53e-e447-48f8-80a1-b9404b4f3645 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bb6ea2bd-741f-4451-a07a-225a1f754528 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Important Words will only be found in the Original Question
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 378e9220-5ea6-49d2-8dc9-74aff1d76a74 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models defensive position
Reference 89
Source-reported events for the cited work
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Observation e99811ad-d18c-4bb0-82d3-c20636c1cd4b · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5f126798-fd9e-48a2-9e68-eee431f9b6e9 · outbound
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Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8829dbe9-36c6-4ae8-acb2-17e34c766c6c · outbound
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
Source-reported events for the cited work
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Observation 72e60af5-8fbe-4dd5-92e4-b6983a202ea7 · outbound
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Reference 93
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Observation 347a4932-5826-4a17-a9b2-4b280df6f5db · outbound
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Reference 94
Source-reported events for the cited work
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Observation 2e6c783a-28fd-41a7-9481-5bc075b63380 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 95
Source-reported events for the cited work
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Observation d73db59d-0170-4689-925e-6eb7f08ccbf3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models They **must** be similar in length and complexity to the Revised Answer
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
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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
Source-reported events for the cited work
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CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models **Never** repeate the Revised Answer in the New Distractors
Reference 98
Source-reported events for the cited work
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Observation 2d0cae44-f069-433d-85e3-c54ff0ef6dc3 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 99
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Observation eb5743e3-a05c-4295-9b4a-a15c187b402e · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models [New Distractor 1| New Distractor 2| etc...]
Reference 100
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CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 101
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CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 102
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CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Unresolved cited work
Reference 103
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Observation 5e226ed2-0529-490f-9a50-76747d0ebb61 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models The person will move backward to create space B
Reference 104
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
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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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 46d4a69b-4f3a-47f0-b52d-bb61c363245d · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models You must choose an answer, even if you are not sure
Reference 106
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d14643e4-204c-46b9-907c-e414a8154e82 · outbound
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models Your Answer from the Possible Answers as a string
Reference 107
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 06d92058-3d59-46b4-8231-8bdbdf7ab100 · inbound
Embodied AI Agents: Modeling the World CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 2016
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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
Source-reported events for the cited work
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Source-reported events for the cited work
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SCP: Spatial Causal Prediction in Video CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f67e0dff-1b29-4b5a-b2f2-c8b4d3cd176e · inbound
OpenWorldLib: A Unified Codebase and Definition of Advanced World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b8071a87-fb3f-4568-92b6-9a6028d83d0b · inbound
OpenWorldLib: A Unified Codebase and Definition of Advanced World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 31
Source-reported events for the cited work
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Act2See: Emergent Active Visual Perception for Video Reasoning CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 11
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Observation e1303ebf-f7a3-4408-9466-2d56c2c0114f · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1cdced80-7d96-455c-b023-13f2e7a1eb72 · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9b9620ea-20ef-4c4e-a55d-1c0ef7d82bd4 · inbound
CRONOS: Benchmarking Counterfactual Physical Consistency in Video Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 16
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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5447d01b-d4c6-4827-988c-d999c60e73cf · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation db74685d-7bbd-4d2a-adb2-3fea251bfeaa · inbound
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Reference 32
Source-reported events for the cited work
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Observation a1e8a19a-7040-462b-b9c1-5a55972fb968 · inbound
Cosmos 3: Omnimodal World Models for Physical AI CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation af680def-7987-4cee-a9ab-6fdf05ead8c0 · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8b225745-5f30-4d67-8a2c-4d446751cb5f · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dcb352d9-db36-4f16-9b37-98c599dc3ae0 · inbound
PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1b8029b4-2516-49b7-a44f-e357bfb86ed4 · inbound
PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 02a00a76-2403-43e0-a327-2d3c184a685b · inbound
RetroHolmes: When Semantic Plausibility Fails Retrospective Physical Process Reasoning CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.