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Paper Citation Record · LEDGER

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences

As of 13 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 0 inbound Pith citation observations for arXiv:2608.10908.

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

pith.paper-citation-record.v1
2608.10908 v1

Coverage vector

measured 81 of 81 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:37:30.136388Z

measured 81 of 81 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

81 of 81 outbound references displayed

  • verified exact6
  • verified fuzzy1
  • unresolved73
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15a94576-7f61-4d0f-91d7-903b3272f68c · outbound

This paper cites Fairness and Bias in Multimodal AI: A Survey.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Fairness and Bias in Multimodal AI: A Survey

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:29.924335Z digest=sha256:9e71ecae32db72150296dad58a487770ccab2d1a08cdb00af0b2c98a4932e42c

Observation 640a50d3-c33c-481e-9377-85ca28aa5ee1 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-12T14:37:29.928176Z digest=sha256:7510ea800e293a0d08e34f865622b8d908d8c3aa9b327c9db936523199ca9947

Observation 91e0aa11-7d11-49a1-a9f9-4d7edc3a4311 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:29.930951Z digest=sha256:f07e1b4aa43915479892c0fadb78bb8f681130189ecbb1b973556f49c76bbc88

Observation 1223a1ed-bd20-44af-8c13-b69ac9c3102f · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:29.933769Z digest=sha256:f336026c05a8f6c3d8d4307fdab3a12fbe976eefc6496a6d5e18c8d240a4761e

Observation e8159b61-b47f-461f-8137-aa869d430bdd · outbound

This paper cites Beyond Single-Point Judgment: Distribution Alignment for LLM-as-a-Judge.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Beyond Single-Point Judgment: Distribution Alignment for LLM-as-a-Judge

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-12T14:37:31.121842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.936416Z digest=sha256:6004d34135cf4a452fbefb1a74de55c3dcf4a795e8173d11f1f89813fe0a265f

Observation 9de3ac1e-8c54-43ba-8a1d-68463e6133d1 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 6

Resolution
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raw_fallback, observed 2026-08-12T14:37:31.357833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.939104Z digest=sha256:7221a68315f20ff7a246a0963d2382e3171db65b6fc9228075eef2b5184ec3a0

Observation bae974bb-dca1-4836-82a0-e152f56f72dd · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.941556Z digest=sha256:f93636a01187a203cf2c758bd1c964c53a74a6a1d465a0e6ad4fbfb1a9983333

Observation c56eb458-a81a-409f-83fa-fe987aabca6f · outbound

This paper cites From Captions to Rewards (CAREVL): Leveraging Large Language Model Experts for Enhanced Reward Modeling in Large Vision-Language Models.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences From Captions to Rewards (CAREVL): Leveraging Large Language Model Experts for Enhanced Reward Modeling in Large Vision-Language Models

Reference 8

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T14:37:29.943687Z digest=sha256:ba30eeaaade24c2c7b0785c8a35c63397bf97b8622fb3b794c570af7912b4d63

Observation ac9719ab-8eea-47af-9977-234b45593ffb · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.946233Z digest=sha256:07f86dd673e8c026f5ebf45ee2488ddf7a6a6aa5a2fe282a02b38671ea49e677

Observation 60dee190-63ca-409d-ac93-ed8fba7883a3 · outbound

This paper cites More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models

Reference 10

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local_arxiv, observed 2026-08-12T14:37:31.049589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.948791Z digest=sha256:42b010cba61f3a7ad104e6a7dbb29ef4e4d7b8151f9766f64fde22e2c1f77391

Observation be345ac0-b223-4796-9a17-caced1fb8bfc · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-12T14:37:29.951544Z digest=sha256:c07b3630a4fa373a8182af090db84871451e96e66434be2632017592bc42e03e

Observation 1a78d607-baf1-4157-8364-e852b1f20b09 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-12T14:37:29.954188Z digest=sha256:399ce98bff4db679c23de2f942c13ca6f02ed5c45c1c3581467f062be78e1a36

Observation 8559cebd-0298-4820-8d72-958fc607619f · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.956748Z digest=sha256:2f28f3b73e4371ab7c6a20d9a6163a7c0624765061267cee98a51ca91e20fbf5

Observation eecc509e-2b04-4556-b534-17b15cd47754 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 14

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source=pdf_text observed=2026-08-12T14:37:29.959217Z digest=sha256:a574f6777cf3dcd33a66e0b24bc98c671d157bdc9509cd0eec30219e1c40d923

Observation 050c3131-3fa6-4ab8-9961-9cdc6bce849f · outbound

This paper cites Gemma 4 Technical Report.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Gemma 4 Technical Report

Reference 15

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source=pdf_text observed=2026-08-12T14:37:29.962067Z digest=sha256:5556de17c399ee0ba5b02c98d3bb1ec1d67fa5c3f658db39e1076b592a141f43

Observation 3cb66f06-c3ed-4a4c-9a18-22a7d8e03aee · outbound

This paper cites Unblocking Fine-Grained Evaluation of Detailed Captions: An Explaining AutoRater and Critic-and-Revise Pipeline.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unblocking Fine-Grained Evaluation of Detailed Captions: An Explaining AutoRater and Critic-and-Revise Pipeline

Reference 16

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source=pdf_text observed=2026-08-12T14:37:29.964834Z digest=sha256:8881a127f87b15afbe8ce8f70f96d105f746f2ed7bb3b3f544cb17db9a428a01

Observation 2887ca41-f4ab-4660-87ca-5aabfb5aaa85 · outbound

This paper cites When Attention Sink Emerges in Language Models: An Empirical View.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences When Attention Sink Emerges in Language Models: An Empirical View

Reference 17

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source=pdf_text observed=2026-08-12T14:37:29.967549Z digest=sha256:a980c5569f2f781c73ac4c82e6570f7cb49e558d6c4d921b95f93b8769567415

Observation 553f8855-2b75-44f8-9ffa-d3bfb3e503d2 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.970508Z digest=sha256:32a08f5bb6c0264e669352a64566a6249c3d3ce08c2a7e0754e91e9a6cbc7f80

Observation 08816ba5-d999-40e4-9843-18658f038b5c · outbound

This paper cites MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos

Reference 19

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source=pdf_text observed=2026-08-12T14:37:29.972977Z digest=sha256:b77ca1dd2ba03a5fffffc623b056ec7aec399dc50d0b25b66d7689ca94aae66f

Observation 9181b7a7-5bc8-4152-87dd-17706ebbd4cf · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences LoRA: Low-Rank Adaptation of Large Language Models

Reference 20

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source=pdf_text observed=2026-08-12T14:37:29.975685Z digest=sha256:5afef12e0023bd8247db1b40c175fdd6c297026cd10e110bc025e752c41b7fdb

Observation c6fbb82b-12cd-48f2-8657-5b59f7941766 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.978488Z digest=sha256:edd461130024d4b2380ee9c20c7458f7176f9ad13bed48efe2a14a905f31484c

Observation efed6e94-41bb-432a-b7d6-2927cea06f9f · outbound

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

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences A Survey on Evaluation of Multimodal Large Language Models

Reference 22

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source=pdf_text observed=2026-08-12T14:37:29.980951Z digest=sha256:6b6b1ac7052c20401f26ae62fa075c234895ac48794d9a57df36e1132fb38b1d

Observation b4546ac2-defc-4926-830e-24ca0e039f4c · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.983701Z digest=sha256:050efec7b1b38e03c543e097ec5f8af64b304d037606cf454f18ccfaaa157156

Observation 1da6fa55-e199-4315-bca4-441b53cb403b · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 24

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raw_fallback, observed 2026-08-12T14:37:31.309382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:29.986221Z digest=sha256:7bbc8039cef32f18835da7e47447db3b18d71b516235e2394a8bc20f60ed606f

Observation e83aa8d7-bc28-4f4a-8209-d92947437645 · outbound

This paper cites Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization

Reference 25

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local_arxiv, observed 2026-08-12T14:37:30.920982Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f0272136-5a3e-439e-a445-445b1ec3c2fe · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 26

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation d76075a7-da1b-46a7-843f-0c67743cdc6a · outbound

This paper cites Generating Images with Multimodal Language Models.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Generating Images with Multimodal Language Models

Reference 27

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source=pdf_text observed=2026-08-12T14:37:29.997670Z digest=sha256:dcc26a3e239cdc64119d13b41e4520a82f9e8a0816729885cfc7e036f9aa1eed

Observation 787fdb11-5cb9-467b-88d8-3023841ab9a1 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.000326Z digest=sha256:894dfd6fa880916016300dc6e6531036c0035bc40875d3683dd42dd129a4090f

Observation b157adeb-6ac4-40d5-9648-82e31e5fcf0d · outbound

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

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences LLaVA-OneVision: Easy Visual Task Transfer

Reference 29

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source=pdf_text observed=2026-08-12T14:37:30.004994Z digest=sha256:854b3dd90ebe425c2c61c4c51187f750bf8726dca7147726faab104b80394d5b

Observation e31f5664-471d-4932-b6e7-4d6c337df09b · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-12T14:37:30.007424Z digest=sha256:5db2648ad39272d4c53e99b8e5c84ca0d3eae6ebda882999dc0a65318c51131b

Observation bbd36223-00e4-4a3c-a7e9-33b31a7bd9ed · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 31

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verified exact
raw_fallback, observed 2026-08-12T14:37:30.887449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.012389Z digest=sha256:d89b4ec02efcfc55fa0d77db3a8cbdfa67d28eebc9581aea9b91494c873ec3f4

Observation 85eb176c-fda3-45a9-af87-e0dd9a51f49b · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 32

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.014382Z digest=sha256:0f130aaac2615134a06c528a37b221b85cfbac77ecd875535668357920e52a53

Observation 16a4a66f-6f6b-447d-98a4-b58e045c5e4e · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 33

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raw_fallback, observed 2026-08-12T14:37:31.282819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f7161478-228d-44c0-9df9-25b869c08007 · outbound

This paper cites Evaluating Text-to-Visual Generation with Image-to-Text Generation.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Evaluating Text-to-Visual Generation with Image-to-Text Generation

Reference 34

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source=pdf_text observed=2026-08-12T14:37:30.019388Z digest=sha256:f388d1751d667b434ae6e75912bbf52acfdfb938d76409f62b7fa307fe3df063

Observation c10be1fe-cc99-4333-a487-8c7c94fadb55 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 35

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raw_fallback, observed 2026-08-12T14:37:31.275303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.022143Z digest=sha256:38cf06ff97f9027d0f8688ddf8fb9695a0712d5819348cda2379006765ba82ec

Observation 50118aef-8955-4c98-ad11-13c88b9327ca · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Lost in the Middle: How Language Models Use Long Contexts

Reference 36

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no resolver link, observed 2026-08-12T14:37:30.024480Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.024480Z digest=sha256:d707dea7547c7492d5a21a602334c3e5f3c0ae8db6b85a98b19c835876aff244

Observation 5a9593e9-ba8f-41e8-abc9-01188dcd9923 · outbound

This paper cites One-Prompt-One-Story: Free-Lunch Consistent Text-to-Image Generation Using a Single Prompt.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences One-Prompt-One-Story: Free-Lunch Consistent Text-to-Image Generation Using a Single Prompt

Reference 37

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no resolver link, observed 2026-08-12T14:37:30.027425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.027425Z digest=sha256:1ba395a31af625c1383f4c5dca96b45ca6ff998baa9ef7a41d18628dee07727f

Observation 463eab75-adfb-4788-a570-5ab8982c799f · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 38

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raw_fallback, observed 2026-08-12T14:37:31.266877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.030374Z digest=sha256:9650e441dfc7a0896b45a1cd02285f968de241065d17edf184693606255432a6

Observation 14862891-bdb8-49a0-8aa2-22642a15005d · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-12T14:37:30.032859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.032859Z digest=sha256:864a6fbec101465b0a6f3c871ece7e011629080ce31fea7cb2a83a8756677b2b

Observation 93fb2159-3174-48b4-a1a8-0fdc4259a034 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:37:31.255468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.035376Z digest=sha256:8f89278d0e87f6f5d658cb903128bf496e81dcd079319b3134342e71c3cc50fb

Observation eda5448b-f9b0-4596-84fa-8d1c84f26486 · outbound

This paper cites Artifacts and Attention Sinks: Structured Approximations for Efficient Vision Transformers.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Artifacts and Attention Sinks: Structured Approximations for Efficient Vision Transformers

Reference 41

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no resolver link, observed 2026-08-12T14:37:30.037921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.037921Z digest=sha256:dfa494bf2ee744bc9b70abf57f891b331c35f5e9aee55ff6bb5b7c78fdf995c6

Observation 1a65bb06-2370-430f-8cdd-b8c8df1a3a87 · outbound

This paper cites Generating Illustrated Instructions.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Generating Illustrated Instructions

Reference 42

Resolution
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no resolver link, observed 2026-08-12T14:37:30.040628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.040628Z digest=sha256:2e19b6e1aa3f888bf29a9ccd33dba65de7789cb65f0a704be1c0f44d661f9847

Observation fb4a28a0-cc5c-46d5-8856-c8f555feb474 · outbound

This paper cites 2023.GPT-4V(ision) System Card.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences 2023.GPT-4V(ision) System Card

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:37:31.248270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.043228Z digest=sha256:33cf211aa6b49654dccd454782a9af50577363559ceff8a88b233c80c618f4a7

Observation a06cba91-913e-484f-aa82-bc11a3612ad7 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 44

Resolution
verified exact
raw_fallback, observed 2026-08-12T14:37:30.717930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.045679Z digest=sha256:2140b9b96d7da359e6497405abe1ab5b65b951db69aa45ee956dc52bc3fea87f

Observation 18ee9777-6278-4a6d-9f95-a1a5c4888df8 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.048139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.048139Z digest=sha256:6397e0fce3dc607b614411511b4c13257b526a820af84094b89ce152a2cf3341

Observation bdcbcb62-e23e-4b46-88d0-e61aca10e28e · outbound

This paper cites VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.050698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.050698Z digest=sha256:e8ea1c53982af53ecec62d670acfea7533988eb94222616d3ff0380ae3aafc97

Observation ef59b6b4-6fc0-44a7-b897-be9ecdb1c73c · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.053570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.053570Z digest=sha256:7a9a13407734a79f06e9537ae3824fb1a58d669a4752ecdbcf0d975206658abd

Observation 2501b1d1-f240-443c-a843-688b494e178d · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 48

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unresolved
no resolver link, observed 2026-08-12T14:37:30.056048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.056048Z digest=sha256:e7d8226cfa1f5a07c14395c1e9ddfcca4c8282149198dfc196321b65af055dd9

Observation b226aeed-82ae-4487-b416-8f56126de6de · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 49

Resolution
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no resolver link, observed 2026-08-12T14:37:30.058373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.058373Z digest=sha256:2a13c429a4f3a524c0770bc94e01bcb41c4f26c6c2b03d7bc36315aef4d48899

Observation c938a4ad-2430-4903-857f-2870da2b05b1 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:37:31.229497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.060771Z digest=sha256:6f629b4c531c9026e2ce346fa434686d2dacb60ca4862e6ac3153755b16e6812

Observation 297a87cd-e4a6-4ff1-8c96-193d4cc50632 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 51

Resolution
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no resolver link, observed 2026-08-12T14:37:30.064144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.064144Z digest=sha256:96c4ced8df951dbf148548d1f449c5f76f294dafbfcc30283c76d31710834d35

Observation 44f82c4f-baed-489b-b7a9-df63fdcc7ac1 · outbound

This paper cites Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activities.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activities

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.066667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.066667Z digest=sha256:2add3f75bb0b08242f34384618bcc4865db521bcd9f61fa90c153295130ac068

Observation 4f167e9c-6e27-49c5-8572-87f15f06573c · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:37:31.222687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.069028Z digest=sha256:df3365aa58c1938f64d32b4327d9cfb6ca45500f7ded170c9f61d9f1cb7556f6

Observation 691d94cd-d33e-4e8e-9cd9-dcf2cf91dc57 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:37:31.215853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.071173Z digest=sha256:87f922e2b22080a59358ec93358ef4a506da500e95bf5f2923bd3dba4951cda4

Observation a885a0ea-398e-4655-8987-0fa95618c118 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.073448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.073448Z digest=sha256:8cbe57ec4a66ec546d486ab9a38bc59e4e26fbbc8a68322a3b4dbe99ddae762e

Observation 05fb0432-c558-4c66-920c-f2473765754e · outbound

This paper cites Rethinking Bradley-Terry Models in Preference-Based Reward Modeling: Foundations, Theory, and Alternatives.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Rethinking Bradley-Terry Models in Preference-Based Reward Modeling: Foundations, Theory, and Alternatives

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.075790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.075790Z digest=sha256:d2f83e5a3275cf1206a895e87114c2457eefd29b5e026a39f237227183803942

Observation 1e3b4393-d7a7-4094-ae85-c21fda288eb9 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:37:31.208307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.079175Z digest=sha256:c1013b71754b845789f2ef322ea875339f7c6e150b61b55ad212ef52de5b1238

Observation 4e950cb1-3b7f-4c49-bf84-eaeeed894955 · outbound

This paper cites COIN: A Large-scale Dataset for Comprehensive Instructional Video Analysis.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences COIN: A Large-scale Dataset for Comprehensive Instructional Video Analysis

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-12T14:37:30.604601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.081665Z digest=sha256:60a7fe8c2d809989471d9a8fb39842e85f234d3ae7500219ce173ba31dbaf5b4

Observation 9d010423-88ab-4050-b150-74a5e8a51502 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.084430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.084430Z digest=sha256:36ccc4513cc40c9a0b631a0f58f0eec7debf7fbff3473c42bd48b839d3a5e84c

Observation 66a4143a-49a2-4614-a88f-110e36cc8fe9 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.087254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.087254Z digest=sha256:2513672fee37e41da25f2a5106aeaafd4bd9a162571419ad4ed9ba6d89e3c40b

Observation 434c7e4d-7d71-44fa-bb29-6dac4f0f141f · outbound

This paper cites Eliminating Position Bias of Language Models: A Mechanistic Approach.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Eliminating Position Bias of Language Models: A Mechanistic Approach

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.091257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.091257Z digest=sha256:b93874d57bb42c9317c316185d785a47d82f56ea95c48ef8fc30779283a9597a

Observation 4890d68d-e73b-4a63-a3d9-d61127c6c28d · outbound

This paper cites On the Emergence of Position Bias in Transformers.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences On the Emergence of Position Bias in Transformers

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.093944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.093944Z digest=sha256:6d261ca606ebedd88d6907f7cea1b96ca773576321c0d3094a3002d4d0db6390

Observation 19b33997-5c93-4850-a38b-0c6848670a73 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:37:31.200717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:37:30.096775Z digest=sha256:f862526911e61556068c17b790df0190dd6228026b4995c5a9083ca8ff346103

Observation 2d9d5c30-9f5a-435f-8fa8-71f64d18d838 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.099431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.099431Z digest=sha256:ad8098f738f2e5ca9443026a8cf442f40ac837b1db2b9e960dad1de27bc9aa24

Observation a9eab1e4-fe6c-4f14-bfbc-371d6081356c · outbound

This paper cites LLaVA-Critic: Learning to Evaluate Multimodal Models.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences LLaVA-Critic: Learning to Evaluate Multimodal Models

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.101941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.101941Z digest=sha256:246de0776fff8d6220888cb9fae0d9ade905561f2f6ae71e26e4345d5c8be5cf

Observation 31bf086e-e768-4190-b8ec-287f54e440e9 · outbound

This paper cites Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.104675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.104675Z digest=sha256:4775a90140c93930a6e334691736c1915111756e8e5f5871c0bd30e98da4732d

Observation 9e7e67b1-babd-40bf-a431-a57dfadf3a91 · outbound

This paper cites Benchmarking Large Vision-Language Models on Fine-Grained Image Tasks: A Comprehensive Evaluation.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Benchmarking Large Vision-Language Models on Fine-Grained Image Tasks: A Comprehensive Evaluation

Reference 67

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unresolved
no resolver link, observed 2026-08-12T14:37:30.107523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.107523Z digest=sha256:1f4e4ca12a284c70f23efc02485a655da0eb66440331bb593cf26a27e94c74a8

Observation f57f1f6d-0352-4830-9b97-7a3454bbd720 · outbound

This paper cites Aligning Multimodal LLM with Human Preference: A Survey.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Aligning Multimodal LLM with Human Preference: A Survey

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.110293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.110293Z digest=sha256:6e4d6632d5f17559a6d420f1ca2bf59e35eda6ca2652054721589dc519ace1b6

Observation 225973e3-99ce-490d-bfa7-bbe563a68028 · outbound

This paper cites InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.113159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.113159Z digest=sha256:f53b20529911358a9108d58936d042d6566c4e9710c1f44a67428f74300fbdd2

Observation 0763153f-b88d-489d-b245-84b8592e3c73 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.116028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.116028Z digest=sha256:06bbfb7909187254a66e64e7767ae82888861d6dbb7d268de2992d8384854bf3

Observation a51173c5-8ba5-48be-bc4c-5c8e7e510a17 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.121400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.121400Z digest=sha256:22517bb4700d4fd22ce742b7d7903ba1ac38467734501d08b5da33961226e8ea

Observation 4faf268e-5a5a-4edf-827a-9e8a91e2c9a6 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.126719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.126719Z digest=sha256:be0805e93a53494f5c5d372eefa085af2f845048edcf8b3c9a8590efd1857d3e

Observation 83840385-af5c-4d1f-b6cc-0178a715ca05 · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.129352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.129352Z digest=sha256:1f3cadd78c29ffb41111d0435e3c6142e540217887066fd1ac5a52e74da39631

Observation 3cb1cd80-b62f-4ae1-b63e-4241ff7a36ae · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.118843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.118843Z digest=sha256:7cc9de53dc7a87fa27e46494e9c0a855157496220b8b143e2afb602ef3e835fe

Observation 61465f46-6830-4535-aa2d-eb1fe8215bbb · outbound

This paper cites Cross-task weakly supervised learning from instructional videos.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Cross-task weakly supervised learning from instructional videos

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.136388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.136388Z digest=sha256:2ed516e7ad2053d10ea15172b358d772ed045726f39bb6a19e14b111080ffb6e

Observation a201d1b1-94f9-4f3f-9548-5914847daa70 · outbound

This paper cites Large Language Models Are Not Robust Multiple Choice Selectors.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Large Language Models Are Not Robust Multiple Choice Selectors

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.123908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.123908Z digest=sha256:e6bbb7f350a42dccbd709a53ffe3d02afc3edd861a2735ba335a78cb717c7082

Observation 197a7327-4af9-49a8-92ff-82c0172a644e · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 79

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unresolved
no resolver link, observed 2026-08-12T14:37:30.131763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.131763Z digest=sha256:437bf0a339b71080afd92cd04372c516d43e394e7ef92af4546815a3ba085116

Observation 5c22874d-3026-4cfe-8200-59d438d229b5 · outbound

This paper cites StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.134100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.134100Z digest=sha256:2cc8a97e90b1b096e1f3acf82957c4cd90247461cc8312b7d80582652e327315

Observation 30ce4124-4b37-4b36-a2c8-eb342341854f · outbound

This paper cites an unresolved cited work.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Unresolved cited work

Reference 785

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:29.988773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:29.988773Z digest=sha256:1965e3f64f78837ba0d161d1cc6f3b50c0b14dd04be054b576a295e2aa1ce92c

Observation 720c627c-8d2a-47d1-a26b-8195bf7ed7ce · outbound

This paper cites Generative Judge for Evaluating Alignment.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Generative Judge for Evaluating Alignment

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.009789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.009789Z digest=sha256:6b0a88f9d242ab18e886a6806a1e0a32e7134dfe2be2dd38333b68e4f6eb4df7

Observation 824d033c-3068-4f3a-90f1-fc861b3dd895 · outbound

This paper cites Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T14:37:30.002552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:37:30.002552Z digest=sha256:3dd27d349d245918e23444d719c2100681e76688a5c1c7df5a11c1e7d7b0432c

Pith citing papers

No inbound Pith citation observations are available.