Paper Citation Record · LEDGER

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

As of 11 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 6 inbound Pith citation observations for arXiv:2501.10674.

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

pith.paper-citation-record.v1
2501.10674 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:06:46.257397Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:41:35.841271Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

27 of 27 outbound references displayed

verified exact1
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

Observation 7dd80212-3df7-48f8-86d5-d033f731aa3d · outbound

This paper cites online" 'onlinestring :=.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.133639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba5d8bb1-90b7-4a7c-a59b-bbf1ec772c79 · outbound

This paper cites write newline.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.138060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2298c8bd-d5e7-41cc-afe2-5efbd23540fa · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.143202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43e812f6-e863-40dd-8404-0d52591f11a0 · outbound

This paper cites TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.147800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46023000-6df2-4999-a19b-08e5156b50fc · outbound

This paper cites InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.152258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15d73432-2ef0-47f1-99e4-6a83f7777c63 · outbound

This paper cites an unresolved cited work.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.157210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f39631f1-dd69-4503-b0e7-984f504b983c · outbound

This paper cites Lost in Time: A New Temporal Benchmark for VideoLLMs.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.161997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78497f42-d7e3-4fe4-a8aa-34f3928f4c1b · outbound

This paper cites The Llama 3 Herd of Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.166569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2c53ff8-b438-4eed-9498-3c184a07db16 · outbound

This paper cites Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.171743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f214ae92-a8f1-4149-8d5c-b2e571e5122e · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.176421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c60dc037-365f-481d-8ed1-333763189b6a · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.181220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11da3a5a-f5f3-4f84-a7e9-c6d5d000fa73 · outbound

This paper cites an unresolved cited work.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.190545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e1cb9d6-6066-465c-97fb-6a20d02cbeac · outbound

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

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! A Survey on Evaluation of Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.194763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba48bad-0095-41da-9435-6070b2508854 · outbound

This paper cites GPT-4o System Card.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.199672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84c0c77f-f77a-4e52-a589-1c80fa26f14d · outbound

This paper cites SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.203899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f2362d-041d-4999-a00e-b8d154881caa · outbound

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

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! A Survey on Benchmarks of Multimodal Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.207735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bc3818a-b01c-4abd-b3bf-96e07c1b8ff1 · outbound

This paper cites an unresolved cited work.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.211547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a90468de-f4ed-4474-a62d-bb595c051299 · outbound

This paper cites an unresolved cited work.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.215735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef8efdad-a3f1-460d-bb10-a93245101439 · outbound

This paper cites MIBench: Evaluating Multimodal Large Language Models over Multiple Images.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! MIBench: Evaluating Multimodal Large Language Models over Multiple Images

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.219688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b73cabd9-3ec1-4fdf-ac0f-828b168ce800 · outbound

This paper cites TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.226297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06148cbe-1720-43c6-a6d6-afef2290c80f · outbound

This paper cites Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-10T19:06:46.507260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 672ff67a-4355-480b-b342-e31fa8cf8e42 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Gemini: A Family of Highly Capable Multimodal Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.234287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71c16368-7823-4976-8384-197af39a3626 · outbound

This paper cites an unresolved cited work.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.238897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c0e8e8b-75df-41a1-965b-74ead9564c02 · outbound

This paper cites an unresolved cited work.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.243385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2760568-7eca-4b4f-bd7a-96a93492d544 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.247965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5d02360-6293-4877-a109-8163854aad09 · outbound

This paper cites A Survey on Multimodal Large Language Models.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! A Survey on Multimodal Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.252570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3d9fc16-207f-48c3-8879-667deed439f1 · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.257397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d3718325-5de1-4fc0-92c6-5c98b9263dea · inbound

Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs cites this paper.

Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:07:15.464858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6039192c-0f0b-445f-9fff-c3c2200c1846 · inbound

Pluri-perspectivism in Human-robot Co-creativity with Older Adults cites this paper.

Pluri-perspectivism in Human-robot Co-creativity with Older Adults Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:35.841271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11c15949-1f24-437e-bb22-6a43f81c0ec0 · inbound

Lost in the Vibrations: Vision Language Models Fail the Dynamic Gauges Test cites this paper.

Lost in the Vibrations: Vision Language Models Fail the Dynamic Gauges Test Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:21:26.657532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d7480da3-8d0c-4b46-9d8b-5d4996d25f45 · inbound

OralMLLM-Bench: Evaluating Cognitive Capabilities of Multimodal Large Language Models in Dental Practice cites this paper.

OralMLLM-Bench: Evaluating Cognitive Capabilities of Multimodal Large Language Models in Dental Practice Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-11T01:05:50.282084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b9359344-7ff2-41b1-a7bf-0e96f2dc3622 · inbound

Seeing Time: Benchmarking Chronological Reasoning and Shortcut Biases in Vision-Language Models cites this paper.

Seeing Time: Benchmarking Chronological Reasoning and Shortcut Biases in Vision-Language Models Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:06:59.623227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b98cd653-213b-47b3-b2ea-f2fa067e1798 · inbound

Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning cites this paper.

Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T19:13:52.947250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.