Paper Citation Record · LEDGER

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors

As of 4 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 2 inbound Pith citation observations for arXiv:2605.10434.

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

pith.paper-citation-record.v1
2605.10434 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T03:39:01.254916Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T03:23:57.935357Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T07:14:45.255380Z

Reference resolution

41 of 41 outbound references displayed

verified exact18
verified fuzzy15
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d9722142-bc31-48a2-b991-a75accfc2987 · outbound

This paper cites Video generation models as world simulators.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Video generation models as world simulators

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.920946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8c4b07b7-5318-425e-a1b8-25c7b92ca8b9 · outbound

This paper cites On extending the bradley-terry model to accommodate ties in paired comparison experiments.Journal of the American Statistical Association, 65(329):317–328.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors On extending the bradley-terry model to accommodate ties in paired comparison experiments.Journal of the American Statistical Association, 65(329):317–328

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.903658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f5f114ce-7341-40da-bcc2-94d833f745f2 · outbound

This paper cites Seedance 1.0: Exploring the Boundaries of Video Generation Models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Seedance 1.0: Exploring the Boundaries of Video Generation Models

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:11:25.269393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 415ab578-af76-4f10-a391-1cb0bd59d11d · outbound

This paper cites Huynh-Thu, Q.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Huynh-Thu, Q

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:11:25.166628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 556bac90-f6aa-40ce-be98-301647e837e6 · outbound

This paper cites Ruler-bench: Probing rule-based reasoning abilities of next-level video generation models for vision foundation intelligence.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Ruler-bench: Probing rule-based reasoning abilities of next-level video generation models for vision foundation intelligence

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.203345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 62d8106f-931b-4cf9-a8d7-08d8c45c3b77 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.Advances in neural information processing systems, 30.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Gans trained by a two time-scale update rule converge to a local nash equilibrium.Advances in neural information processing systems, 30

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.954253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e42fb2a2-7931-40ff-909c-adf248ba2b90 · outbound

This paper cites Vbench: Comprehensive benchmark suite for video generative models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Vbench: Comprehensive benchmark suite for video generative models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.959380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 82d95113-d85e-4aba-9949-27dc74863418 · outbound

This paper cites How Far is Video Generation from World Model: A Physical Law Perspective.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors How Far is Video Generation from World Model: A Physical Law Perspective

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:13:41.491170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d1112fc8-46b7-4b47-8d5c-490d3c8c8b66 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:11:25.152532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation abc66209-3219-492e-aaaf-9050bf93a2b4 · outbound

This paper cites Beyond the last frame: Process-aware evaluation for generative video reasoning.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Beyond the last frame: Process-aware evaluation for generative video reasoning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.219224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 639b56b3-ea94-4a25-a4ee-b3c5d8dfe800 · outbound

This paper cites Can world simulators reason? Gen-ViRe: A generative visual reasoning benchmark.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Can world simulators reason? Gen-ViRe: A generative visual reasoning benchmark

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.107744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ced7a69f-6f39-4291-b41a-a38aa53dfdf5 · outbound

This paper cites Evalcrafter: Benchmarking and evaluating large video generation models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Evalcrafter: Benchmarking and evaluating large video generation models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.911910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5fb507f6-fce3-4fd4-be3d-b72ee68ebdba · outbound

This paper cites Fetv: A benchmark for fine-grained evaluation of open-domain text-to-video generation.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Fetv: A benchmark for fine-grained evaluation of open-domain text-to-video generation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.976364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 11d4f697-7dc3-4797-8edc-ab94178da7a2 · outbound

This paper cites V-reasonbench: Toward unified reasoning benchmark suite for video generation models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors V-reasonbench: Toward unified reasoning benchmark suite for video generation models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.145405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4b5eeacb-ba77-4cfc-97f9-0dba3b9c2840 · outbound

This paper cites VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.138117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation aadab0b5-ea51-437f-8e2c-1a3df27a291e · outbound

This paper cites Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:40:00.221207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2183534d-5373-4018-b253-c5e21e0c65f0 · outbound

This paper cites Movie Gen: A Cast of Media Foundation Models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Movie Gen: A Cast of Media Foundation Models

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:11:25.259347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation afd31a52-7cdd-4aa8-bc1f-3a38d475a282 · outbound

This paper cites WorldSimBench: Towards Video Generation Models as World Simulators.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors WorldSimBench: Towards Video Generation Models as World Simulators

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.075827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5f724d1a-02db-4298-8c42-10e569a19ee4 · outbound

This paper cites T2v- compbench: A comprehensive benchmark for compositional text-to-video generation.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors T2v- compbench: A comprehensive benchmark for compositional text-to-video generation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.936923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b8b364b3-e959-461f-9eab-364e463c5cda · outbound

This paper cites an unresolved cited work.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:46:45.945014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 951b63fb-4f7e-4889-bd83-d0fea92bc479 · outbound

This paper cites an unresolved cited work.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:46:45.949805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 035a47bf-6075-4964-a908-33eac3804289 · outbound

This paper cites Fvd: A new metric for video generation.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Fvd: A new metric for video generation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.941274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7fb3c073-9a23-43c0-ab3c-b9079ae8034a · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Wan: Open and Advanced Large-Scale Video Generative Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:11:25.276275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d0dcfdc4-8873-4469-9932-59e19f013dfc · outbound

This paper cites A very big video reasoning suite.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors A very big video reasoning suite

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:11:25.084361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 51cf8cd0-b32e-4d57-b645-c5c6ee5c7f83 · outbound

This paper cites VideoVerse: Does Your T2V Generator Have World Model Capability to Synthesize Videos?.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors VideoVerse: Does Your T2V Generator Have World Model Capability to Synthesize Videos?

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:00:25.785927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 425ab599-d4ba-4dc6-8df2-a395cc433f46 · outbound

This paper cites Video models are zero-shot learners and reasoners.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Video models are zero-shot learners and reasoners

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-14T02:16:46.105477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5fcb7a34-a8e5-4beb-bca8-f03a78139923 · outbound

This paper cites Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:11:25.214138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7ae242d1-1d29-42c3-a294-b0b3eb31b8e3 · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:11:25.186245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d5511683-e888-4474-abea-797fb684d30a · outbound

This paper cites The unrea- sonable effectiveness of deep features as a perceptual metric.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors The unrea- sonable effectiveness of deep features as a perceptual metric

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.930148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 68692374-cc1f-4b67-bb2d-865ebdda8e73 · outbound

This paper cites VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-14T18:42:03.548540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bb2e3c51-996d-45c2-839b-b6d38e99e1db · outbound

This paper cites Attention is all you need.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Attention is all you need

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.908256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d9624a77-9084-4aac-b6ad-47787619a9d3 · outbound

This paper cites 3 indicates that the video captures part of the intended transition from the input image but still contains noticeable reasoning ,→errors or inconsistencies.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors 3 indicates that the video captures part of the intended transition from the input image but still contains noticeable reasoning ,→errors or inconsistencies

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.984343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9c8facd8-bdc3-4ef1-ae24-223288a8238a · outbound

This paper cites 3 indicates that the core content from the input image is present but continuity is only partially preserved, with visible ,→instability or abrupt state changes.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors 3 indicates that the core content from the input image is present but continuity is only partially preserved, with visible ,→instability or abrupt state changes

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.971836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2c8f70dd-9baf-4542-b407-5a22808f1241 · outbound

This paper cites reasoning.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors reasoning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.967470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6bb97f2a-70ea-4549-b8d7-6b8238bf527a · outbound

This paper cites This includes causal validity, physical plausibility, logical consistency, and correct state evolution ,→over time.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors This includes causal validity, physical plausibility, logical consistency, and correct state evolution ,→over time

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.925581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 794f6d7a-19c4-4dfb-b0f9-5b71aea02b8f · outbound

This paper cites an unresolved cited work.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:46:45.962992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6680afd0-0523-42a0-8a03-14bdd562458d · outbound

This paper cites Use the following priority when making the final decision: − Reasoning Correctness is the primary criterion.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Use the following priority when making the final decision: − Reasoning Correctness is the primary criterion

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:46:45.895333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ee5679ba-29e5-43c5-88e0-0e3a3612d0b5 · outbound

This paper cites an unresolved cited work.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:46:45.933572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 34a8ab5f-4004-4e37-8979-2228c346882a · outbound

This paper cites an unresolved cited work.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:46:45.979995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1f47baf0-03fb-4fd8-93c6-f1f881e38f65 · outbound

This paper cites an unresolved cited work.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:46:45.898831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 40f565f1-3a27-49aa-97cc-425977bd25e1 · outbound

This paper cites visually polished but semantically wrong.

WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors visually polished but semantically wrong

Reference 41

Resolution: malformed identifier; raw_fallback, observed 2026-05-12T18:46:45.916013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation 48b6336a-8fa9-4e1f-ba73-d4c9c34fee8f · inbound

A Definition and Roadmap for World Models cites this paper.

A Definition and Roadmap for World Models WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors

Reference 282

Resolution: metadata mismatch; local_arxiv, observed 2026-07-08T07:14:45.257851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 28d302a1-c012-43da-b271-1bc219f97703 · inbound

WorldExam: Benchmarking World Models from Apparent Appearance to Inherent Reactivity cites this paper.

WorldExam: Benchmarking World Models from Apparent Appearance to Inherent Reactivity WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T03:23:57.935357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.