Pith. sign in

Paper Citation Record · LEDGER

Lost in Time: A New Temporal Benchmark for VideoLLMs

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2410.07752.

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

pith.paper-citation-record.v1
2410.07752 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:26:20.299457Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T19:07:17.473192Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0f9ee443-d1d2-492a-bd74-25d790104880 · inbound

HD-EPIC: A Highly-Detailed Egocentric Video Dataset cites this paper.

HD-EPIC: A Highly-Detailed Egocentric Video Dataset Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T23:26:20.299457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T23:26:20.299457Z digest=sha256:d70b0e57e21032fd5efa93530a93525d4d45ede02bd3edda4edd1d35b0301634

Observation 769e071d-a57c-4a42-a863-a23d22964c86 · inbound

Seed1.5-VL Technical Report cites this paper.

Seed1.5-VL Technical Report Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 19

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T05:26:06.098537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T05:26:04.960844Z digest=sha256:7f2d8779bb3dd21983dfb0c06e4704341e69ad88816724167c12f9291fe96bc2

Observation ec8e0ee3-de3c-4682-8d6c-becc925384ba · inbound

Fostering Video Reasoning via Next-Event Prediction cites this paper.

Fostering Video Reasoning via Next-Event Prediction Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T13:10:40.921513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:10:40.921513Z digest=sha256:03817730b9628191703e585b44929f65ca1aa80eb1cd4c4b7ae8833fa4adb9e0

Observation 0773ce32-d25b-4c9a-a11e-7d9cc1e2eb03 · inbound

EPFL-Smart-Kitchen-30: Densely annotated cooking dataset with 3D kinematics to challenge video and language models cites this paper.

EPFL-Smart-Kitchen-30: Densely annotated cooking dataset with 3D kinematics to challenge video and language models Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T11:42:34.028134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:42:34.028134Z digest=sha256:8df11129026eee8c4e75bb8adea3139bfb8db588df530ccce7650a38547604b5

Observation 03cff194-f5a0-4074-90c0-a2701db95f6b · inbound

How Important are Videos for Training Video LLMs? cites this paper.

How Important are Videos for Training Video LLMs? Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T05:51:07.790019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:51:07.790019Z digest=sha256:f2e105f827b7ed13b446b7cc852dabef550ca2bb8214a43b1d0a07d952ab31ba

Observation 2ddcf280-f912-4b04-a12e-5e84b7c485e2 · inbound

V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning cites this paper.

V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T00:33:50.755434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T00:33:50.471804Z digest=sha256:fb3bcdad194184946af75227904206806652423d25956969d953aaa3986d2f42

Observation 3f7009cb-616d-44a6-bd44-2b6e59c6e59e · inbound

VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos cites this paper.

VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T04:22:55.823070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:22:55.823070Z digest=sha256:7b8a2ea3afe03be48e06d19b3b807c997aa02203b94d278981b820f4fed98569

Observation 0b62f425-e764-4385-a3c0-7c7e35137384 · inbound

MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models cites this paper.

MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T20:32:56.477678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:32:56.477678Z digest=sha256:eddfae9225f813b23c3469df2c8114de68b77cb6ab8a59d2273322427427b59d

Observation 8bda65d5-9efd-44e8-89ea-24f8062f3b04 · inbound

EgoExo-Con: Exploring View-Invariant Video Temporal Understanding cites this paper.

EgoExo-Con: Exploring View-Invariant Video Temporal Understanding Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T07:23:03.592902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T07:23:03.592902Z digest=sha256:f7711ee584673d8da8e1ac641a016dba9f074fc941dd6b60aef15dc7411f82e4

Observation 916a81a1-e40b-4e6d-a595-405f1fcbb1e5 · inbound

Adapting MLLMs for Nuanced Video Retrieval cites this paper.

Adapting MLLMs for Nuanced Video Retrieval Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-16T22:21:18.917253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T22:20:09.051957Z digest=sha256:409e68f525aaa92cc5039e28fd33baa838d5c2f78184aa4e9e85b66446ebfd5d

Observation 8e55d311-7132-4f32-8d5c-1edf6eb53b06 · inbound

Seed1.8 Model Card: Towards Generalized Real-World Agency cites this paper.

Seed1.8 Model Card: Towards Generalized Real-World Agency Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-15T07:45:14.381093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T07:44:02.827006Z digest=sha256:18e02e47c098e5e03cd5d8583938cab7a94033b22cd6932a7ce31d33070a0af4

Observation 97dcf00a-7928-4d4c-98d7-667d7095f848 · inbound

Reasoning Resides in Layers: Restoring Temporal Reasoning in Video-Language Models with Layer-Selective Merging cites this paper.

Reasoning Resides in Layers: Restoring Temporal Reasoning in Video-Language Models with Layer-Selective Merging Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:56:06.215848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:42:43.948462Z digest=sha256:fcd24d88bbed90ffa81429e1fe0d2e5885f231655627e7d71b6dfe577aa2e94e

Observation 2c98fe22-2bb7-43dc-9a7b-2927aa9238db · inbound

PushupBench: Your VLM is not good at counting pushups cites this paper.

PushupBench: Your VLM is not good at counting pushups Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-11T20:36:08.857453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-08T08:32:47.354181Z digest=sha256:d7b0c5213a4afe705f3f9f7b8260a36ace8945975e2b9f4937d2a194c14194c0

Observation 8fa4fcd6-dd2b-4686-abb4-51a589436198 · inbound

Tracing the Arrow of Time: Diagnosing Temporal Information Flow in Video-LLMs cites this paper.

Tracing the Arrow of Time: Diagnosing Temporal Information Flow in Video-LLMs Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:05:53.171872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T03:04:27.841522Z digest=sha256:c7735e88a1807ec2344802633eb476c7dc2569878db8f071e2324eb5f76f3e0a

Observation eb6ab733-4622-4b3b-85ec-36cb1c12f2cc · inbound

Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding cites this paper.

Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 12

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T16:03:08.026421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T16:02:53.887605Z digest=sha256:ace1de5458d7fabad18dd4e8659a5fb31c5a2a24d64effac1498fcafed03b878

Observation e8bd32cd-f16d-464d-ac4b-2b0408354d5c · inbound

Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning cites this paper.

Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-22T07:46:14.915462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:45:56.473188Z digest=sha256:6edb9dea5da576d9e09a9f3f6a196ed989ecde37071cd73bcfea2c0a75d0e26b

Observation b9223b89-0eee-487b-a66d-6691a801b119 · inbound

VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis cites this paper.

VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-22T07:14:42.891160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:12:02.612292Z digest=sha256:fd750a1e5daf20c66bf935a887c32db020933c66f5351ca42a7963cdca76e532

Observation 54d8863a-6e9a-4d9b-94d0-2e2186023ae7 · inbound

Which Way Did It Move? Diagnosing and Overcoming Directional Motion Blindness in Video-LLMs cites this paper.

Which Way Did It Move? Diagnosing and Overcoming Directional Motion Blindness in Video-LLMs Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-22T05:44:38.756827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T05:41:39.396469Z digest=sha256:ac32572248b82e9bc7f1c9dc673e8dce73d1089b0adee9bd341494f5e5c18043

Observation 41b3e6fe-42de-40a4-820c-17a67258d8c3 · inbound

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

Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-07-02T19:07:17.474609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-02T18:57:46.841456Z digest=sha256:36a4bafadfc0163477c3e7dd1af1bd4ddecb4899dcc4d80a317c6309bd27dac2

Observation 00b81ec2-478a-4f2e-81e9-cce4e09940af · inbound

Do Video-LLMs Actually Watch? Diagnosing Character-Tracking Failures in Long-Form Video cites this paper.

Do Video-LLMs Actually Watch? Diagnosing Character-Tracking Failures in Long-Form Video Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-14T07:12:52.433947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T07:12:52.433947Z digest=sha256:b6b7a27fe6d49da89e3867f2fa8ad75d81947fb31a3c1706efae0e9a1e824d69

Observation 9bddb493-8b2a-4d5b-9e5e-2f5ace7445cc · inbound

Accuracy Without Grounding: Diagnosing Visual Dependency Dissociation in Video LLM Benchmarks cites this paper.

Accuracy Without Grounding: Diagnosing Visual Dependency Dissociation in Video LLM Benchmarks Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T05:39:58.511387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:39:58.511387Z digest=sha256:a41c415537e6199f4950afc0d8dbcc8dd8312c112e86ab91ed6eff1af7cd06fd

Observation 8e3ba013-2d83-496e-9ee5-82869176d604 · inbound

VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding cites this paper.

VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-02T00:44:46.152973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:44:46.152973Z digest=sha256:4f450ab3dd34c029018385b32d7750626290feee2862ebe5eb6751affa43545a

Observation 24a8a509-1e7d-4172-b845-151ab4876e45 · inbound

AdaThinkV: Adaptive Thinking for Token-Efficient Video Reasoning cites this paper.

AdaThinkV: Adaptive Thinking for Token-Efficient Video Reasoning Lost in Time: A New Temporal Benchmark for VideoLLMs

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-04T17:24:16.126597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T17:24:16.126597Z digest=sha256:26b7a1442343590b8f9885730a5a2d62646ba90ec2daffc63521b0c66a71b730