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Paper Citation Record · LEDGER

Do Language Models Understand Time?

As of 16 August 2026, this Paper Citation Record lists 100 of 229 outbound references and 5 inbound Pith citation observations for arXiv:2412.13845.

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

pith.paper-citation-record.v1
2412.13845 v3

Coverage vector

measured 100 of 229 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:47:17.529014Z

measured 105 of 105 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:09:26.541798Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T12:04:39.142082Z

Reference resolution

100 of 229 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved98
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4020a289-1b63-4fb2-b998-362d2f246280 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Do Language Models Understand Time? Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.942325Z digest=sha256:f7b1acda7dd419aa5214b9c4a819b8723245bb299cd085c5ad75d42c5bd8b72c

Observation 4dc7b57d-cfc3-4efc-bcac-46a5aa92f5be · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-11T12:47:16.949485Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.949485Z digest=sha256:4ddf5a34b25e2e6550178cf67238dea8ab81bba4ab9864f2cb2d44be524c3a49

Observation 1d1ba6df-a28d-411b-9a0d-6ed747c808ec · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

Do Language Models Understand Time? Yi: Open Foundation Models by 01.AI

Reference 3

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source=pdf_text observed=2026-08-11T12:47:16.955000Z digest=sha256:2f38011e95ccb9a1761dd8248944ae3beaf72fd2cf3dda385f0163d1913135f9

Observation c47c3bb0-47a3-43cb-8f3d-d2a29a3c373e · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-11T12:47:16.960994Z digest=sha256:7d1e347838f998304e6de42753bfbdda820ec3e1cecffc30d11342ec2bed19e9

Observation 8072c24a-9c70-4d2f-baef-7772f882ddca · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.966859Z digest=sha256:860b0b963bb6e6ffba6c395b5e6ba5d97961f5b28c43fce2cd12683ca93d6ffa

Observation e4eb4650-fec7-4ea2-9cbf-12f44111b49f · outbound

This paper cites MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens.

Do Language Models Understand Time? MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens

Reference 6

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no resolver link, observed 2026-08-11T12:47:16.972439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.972439Z digest=sha256:fa28aef3353521de85c4baaeef780f0fdc208131504af3231c3a3256936014f5

Observation 34cf4226-fbba-4248-a766-d29192a3ec58 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.979733Z digest=sha256:8ef4e881346541c5195025ec44cddeb6b8c20f9a2612b6b02e96bae767c67ed2

Observation 9892cf21-b4eb-4ea4-8975-7926c97f6c95 · outbound

This paper cites Qwen Technical Report.

Do Language Models Understand Time? Qwen Technical Report

Reference 8

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no resolver link, observed 2026-08-11T12:47:16.985141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.985141Z digest=sha256:e7ba5a565c05713cd5baf3c9e600c27367642aa2f1e9fcbacab0770bf0820af5

Observation 6ec94503-907a-4ca0-949e-a272eb2f238a · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.992413Z digest=sha256:0e6a27b06b3e7ef12cbbc08ff4a0dab4b0f3e692a395230cba45a67d99c6bec0

Observation ea7740c9-49d7-4dc1-b0a6-20b9d264a1a6 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:16.997641Z digest=sha256:3bfd8f295276d52bbe31b3227ae4aa84a9ded912a47fd9133dd2aa2efe902ba5

Observation 0e7070b9-c10d-420f-8bb3-d86b9ad8ff26 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.002568Z digest=sha256:7988d90c4e8ec10ad6615917bf6b48d954166c922b2d33b59594a188d268f880

Observation e392640e-cae8-4b91-8339-73d7aa1abfa6 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.012947Z digest=sha256:cc2ba9f6553c03dcf3e051a02f0d05f966e81d19bf04e92636e9707ff446365e

Observation c4f29a72-d2fc-48ca-95e4-fb78d6d8ebec · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-11T12:47:17.018271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.018271Z digest=sha256:b52935fc63668877cc3df2dedaac43b33c3130997203f98b107b924e62299237

Observation dbe0f872-2799-4b1f-beff-746e68930d76 · outbound

This paper cites Reversible Column Networks.

Do Language Models Understand Time? Reversible Column Networks

Reference 14

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no resolver link, observed 2026-08-11T12:47:17.023282Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.023282Z digest=sha256:ea1854f640556a13cf7873d12862bcafe7c8b88c1efb984ced195587164bd699

Observation ff9db5d8-c503-4a96-82a2-d7cfd8553236 · outbound

This paper cites InternLM2 Technical Report.

Do Language Models Understand Time? InternLM2 Technical Report

Reference 15

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no resolver link, observed 2026-08-11T12:47:17.028665Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.028665Z digest=sha256:c3085fdcf65be1aa5f62207dd08f9376ee7402e642ae7eee754a6b838481ba85

Observation ccddb832-e503-434f-b1df-b049add0937e · outbound

This paper cites A Short Note about Kinetics-600.

Do Language Models Understand Time? A Short Note about Kinetics-600

Reference 16

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no resolver link, observed 2026-08-11T12:47:17.035214Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.035214Z digest=sha256:55ea2d10d18c2207fd5bdd41b892334b79bfeb912ad4b6eda116ab3c8b480b63

Observation dcf48187-17b1-4f4f-b768-e31821e81b8f · outbound

This paper cites A Short Note on the Kinetics-700 Human Action Dataset.

Do Language Models Understand Time? A Short Note on the Kinetics-700 Human Action Dataset

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.041026Z digest=sha256:3dfc66cb72309090c5ef758433dee91e1b51aee6b7b6e8351fcc20abaf719cb4

Observation 158fb386-fcf4-499d-acd6-53640bd24e9c · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.046628Z digest=sha256:27364a7515bf2e6085d12c7a04637c278e55ae72e2794c3f8a141486829e6053

Observation 36d5fdb5-909b-4542-8ecc-0e8937db34a8 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-11T12:47:17.051643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.051643Z digest=sha256:26a364db6bb7be2fad9e80b2bf0c86d0165f7f587cffcefe90e1178f5882b53b

Observation f2f5053e-008a-4809-af93-e74be8711c82 · outbound

This paper cites VideoLLM: Modeling Video Sequence with Large Language Models.

Do Language Models Understand Time? VideoLLM: Modeling Video Sequence with Large Language Models

Reference 20

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no resolver link, observed 2026-08-11T12:47:17.056933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.056933Z digest=sha256:28e7e3103c2ef135312f3a8f320c951e7357efc2b555344aaef998fd60502135

Observation 90cbbc31-e234-4a38-9c94-fefe1dcff484 · outbound

This paper cites When Spatial meets Temporal in Action Recognition.

Do Language Models Understand Time? When Spatial meets Temporal in Action Recognition

Reference 21

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no resolver link, observed 2026-08-11T12:47:17.062406Z

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source=pdf_text observed=2026-08-11T12:47:17.062406Z digest=sha256:b2b2ff4ba11da1f8d07c340936122ae36df51fa6af0228a3f1930683ad7fb728

Observation f76004a6-36bc-4c5e-9c88-52d5c13084f1 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.067970Z digest=sha256:ecc716270f407e8d72c4c689023bf6e05a78ccd43a249f7d275ff873186cfc7d

Observation 90038be6-65b9-45bf-8064-966ecf18e01b · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-11T12:47:17.073399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.073399Z digest=sha256:e49605db09b7359ebdff54e41470f344ddb40129ef60e298390b7928e0c56e2d

Observation b28a0493-06ed-4eaa-bb9d-23cb296d62b9 · outbound

This paper cites ShareGPT4Video: Improving Video Understanding and Generation with Better Captions.

Do Language Models Understand Time? ShareGPT4Video: Improving Video Understanding and Generation with Better Captions

Reference 24

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no resolver link, observed 2026-08-11T12:47:17.079003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.079003Z digest=sha256:8d595f103a35440a132fb50b94142aaf57e85deca31a1e75126ed862ea2e8e79

Observation c189a07d-1a24-4638-b501-b92ab1a7af94 · outbound

This paper cites MotionLLM: Understanding Human Behaviors from Human Motions and Videos.

Do Language Models Understand Time? MotionLLM: Understanding Human Behaviors from Human Motions and Videos

Reference 25

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no resolver link, observed 2026-08-11T12:47:17.084732Z

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source=pdf_text observed=2026-08-11T12:47:17.084732Z digest=sha256:4fa7c569c8853642c006746d36a9d61306a59ae282b255b32ebfebb2427b9851

Observation d931c55c-201d-43c3-859c-e245daa5b18d · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-11T12:47:17.090390Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.090390Z digest=sha256:088fc882811828dd17f159d5f2e08f82b68eedb93712b68082b93cc5144b0202

Observation a8fd36b5-d787-4bb9-8bc8-8a18269276f0 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-11T12:47:17.095806Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.095806Z digest=sha256:cb91ad6e9740b0de81aacbe84acdf05cb978449b019a125f06b7633dcb0dfa3d

Observation 60e89ec7-58fd-4021-82b5-0f9b3b91db84 · outbound

This paper cites BEATs: Audio Pre-Training with Acoustic Tokenizers.

Do Language Models Understand Time? BEATs: Audio Pre-Training with Acoustic Tokenizers

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.101143Z digest=sha256:10deaff03b93789ad6134369b9de57b48ad657ab0103b81377fc23f25a22e26c

Observation 2cf6b674-8cfa-4b1f-8e9b-c4040de94744 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-11T12:47:17.106368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.106368Z digest=sha256:8644e0700b32ef5f577f926b9df52a37366f3e1b0bdaffa6bf6fce07ad13109c

Observation 3196b68a-ca8e-49fc-a133-ada0bc3a298c · outbound

This paper cites PaLI: A Jointly-Scaled Multilingual Language-Image Model.

Do Language Models Understand Time? PaLI: A Jointly-Scaled Multilingual Language-Image Model

Reference 30

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no resolver link, observed 2026-08-11T12:47:17.111477Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.111477Z digest=sha256:ee3d253314535809c8d294de9e0f06cdee8d4a9000260b79813247f85328fc4d

Observation 4683d91b-4f69-49fd-b056-7fe6d34801ab · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Do Language Models Understand Time? Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 31

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no resolver link, observed 2026-08-11T12:47:17.116763Z

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source=pdf_text observed=2026-08-11T12:47:17.116763Z digest=sha256:970c20ee8bee4ba1ea13354b00780aecf6593112159034fb3525e99ac142e184

Observation 5ae9cd54-5fe9-4ae2-9754-e620ef3f15de · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

Do Language Models Understand Time? How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 32

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no resolver link, observed 2026-08-11T12:47:17.121981Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.121981Z digest=sha256:5c61b8a42fe605872e813106a5c4afaac917b205020892c628d09c228b95a010

Observation 30d831b4-0479-4351-ab05-2a2ca3802a1d · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-11T12:47:17.127199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.127199Z digest=sha256:01da0bfd583bb5baef0035dcc438a0d299e26dedbc693591c127fef96e0896d0

Observation 6ef46e64-7de8-47ee-a21c-0dd33388d5d3 · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

Do Language Models Understand Time? VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 34

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no resolver link, observed 2026-08-11T12:47:17.132197Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.132197Z digest=sha256:4b32a8065b9150f7286c9678d9cd161522567ac0c47d856f173e70f2ad0c7235

Observation 4441a42f-0c0e-4b12-a27a-d463d7c44f7d · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 35

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.137547Z digest=sha256:8d14d167614864c75ea0f146dfc30e4596192dbab0f0958bc693d3a00f31491f

Observation b65bc1ca-501c-4abb-9eca-a866e5a07b07 · outbound

This paper cites Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches.

Do Language Models Understand Time? Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 36

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.147808Z digest=sha256:17e90ea55d10a646708200bd89ad18d5de34fd57d252d9efde2665a814db0a74

Observation d892f061-38dc-4287-b6ff-9d9ffb495ad7 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-11T12:47:17.152915Z

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source=pdf_text observed=2026-08-11T12:47:17.152915Z digest=sha256:642a88a62cb1b778f99bb859352d2e299f7c5caf3d0a3e0bffa1824876e17979

Observation 2f59042a-2ce8-4503-938c-35ff2ad52bef · outbound

This paper cites Scaling Egocentric Vision: The EPIC-KITCHENS Dataset.

Do Language Models Understand Time? Scaling Egocentric Vision: The EPIC-KITCHENS Dataset

Reference 38

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.158376Z digest=sha256:ae9c9cd148e2ce81dbf51e43cd61ace3b1df9d38bfd131f2a75ff5f73cd9995f

Observation 5946fd67-b6ae-43cf-81df-f8854b7af442 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-11T12:47:17.164677Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.164677Z digest=sha256:9bb1f44508d474bbd0fffc2e42fe6bc5b4462303edb7e7f7a32900e1ba9c6a38

Observation 933cbed6-b011-4ce4-ba3f-67a84ba84192 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-11T12:47:17.169830Z digest=sha256:a5e33ae5ddf94615d9435f5f027f632ad143c0940393cdfddc02f035fcaaa994

Observation bf4e8ab3-9f92-481c-8dca-5e898ec49f46 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 41

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no resolver link, observed 2026-08-11T12:47:17.175363Z

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source=pdf_text observed=2026-08-11T12:47:17.175363Z digest=sha256:570a624b4fc5638589ae909c1cd90aea300fb3500ff0b86ccc2f137ff34e7dd3

Observation e822f102-8d58-4c7c-986d-c708d7029eb4 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-11T12:47:17.180716Z digest=sha256:4f4ce8ce60b017a3bcc5f53d9eda9681136c0ef958834f5adc6d676f8980981c

Observation a654cee0-8076-4915-bc7a-3b0677625fe5 · outbound

This paper cites Cole, Julian Martin Eisenschlos, Daniel Gillick, Jacob Eisenstein, and William W.

Do Language Models Understand Time? Cole, Julian Martin Eisenschlos, Daniel Gillick, Jacob Eisenstein, and William W

Reference 43

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source=pdf_text observed=2026-08-11T12:47:17.187342Z digest=sha256:3c06e476eb677e0ceb6ca421cc1c4205d95fff6ba678281caafdb6f921548855

Observation ad4e70c6-48e0-48ec-b1f5-912e65c937c6 · outbound

This paper cites Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion.

Do Language Models Understand Time? Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion

Reference 44

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source=pdf_text observed=2026-08-11T12:47:17.192992Z digest=sha256:015dcf865986db6f85ebddc6aecb205acf4bba1266a883564537d1f8e97e3e38

Observation 49f8e801-55e7-4077-99b9-c428097f10b7 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-11T12:47:17.199200Z digest=sha256:39c93c9082be01057f4b5c9fe8aea051eec2059755cf52706f8b01065beb5423

Observation 478378db-437a-49f4-ae09-6e0af27652f8 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 46

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verified exact
raw_fallback, observed 2026-08-11T12:47:20.076113Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T12:47:17.204533Z digest=sha256:7d1199d95006eb8637e5bc263317334737ecca91fe94e4c117ce69799aba394f

Observation 5f1aacdd-9ea5-46c8-96f4-1ab151614385 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-11T12:47:17.209740Z digest=sha256:c3b13851af421a2c2d8a4e4811e458ab79258af9d4c8b5c903710704ec995def

Observation fc751681-a5e6-47de-a27b-8f00cdbbbd3d · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-11T12:47:17.220760Z digest=sha256:a2cd21a1d540a4704332374fe2ffa257da44546293c87b3f97392330d816d0dc

Observation a32807b3-e515-4656-a53b-0392723de4ed · outbound

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

Do Language Models Understand Time? Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 49

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source=pdf_text observed=2026-08-11T12:47:17.225717Z digest=sha256:6a38a278cc388113e451b1fb7bac8cd103ebdfc1e8d9074ea8fa5a06ab555f36

Observation 106503af-3ed1-48d0-bc07-112383946a6b · outbound

This paper cites VITA: Towards Open-Source Interactive Omni Multimodal LLM.

Do Language Models Understand Time? VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 50

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source=pdf_text observed=2026-08-11T12:47:17.231404Z digest=sha256:a6336ac93920f6e0c46a8298fd23bb990dcd3cea456ad7797ed067234e97a07a

Observation b29c2515-6685-4636-81f5-332033a2f65a · outbound

This paper cites Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance.

Do Language Models Understand Time? Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance

Reference 51

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source=pdf_text observed=2026-08-11T12:47:17.236616Z digest=sha256:45ca7df0218729610b9ec51c38f51e04bc01bcca55cf0824b6656498d457c446

Observation 6f7bf98c-3506-4a63-a049-371c232f7942 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-11T12:47:17.242137Z digest=sha256:d131a08a37cd1f2b05d5bd510e5a8edaeaa075af3e3efdfaf499637faafc8927

Observation ade89a53-26b2-4c6c-b8a5-77101eb99192 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-11T12:47:17.247232Z digest=sha256:0fc462afe08d918665132063c8237c9de9669183b8c317e755b21b7810205bd8

Observation e7befde6-0f41-42a0-84be-5e205b9ca022 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 54

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-11T12:47:17.258180Z digest=sha256:cccc0e54664ee013d803820e5dfd0e8e81c67c42bc79df1babc71314a5ea526a

Observation 8a63f96a-50a3-46dc-850b-7fc4620a1041 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-11T12:47:17.263538Z digest=sha256:25b04516178d95cce931149d1e00b07be3fb94bd8babd21706d8f7365b8bbfdb

Observation 172adfa6-e429-4450-90f1-f9b4c35f8bb4 · outbound

This paper cites CATER: A diagnostic dataset for Compositional Actions and TEmporal Reasoning.

Do Language Models Understand Time? CATER: A diagnostic dataset for Compositional Actions and TEmporal Reasoning

Reference 56

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source=pdf_text observed=2026-08-11T12:47:17.268614Z digest=sha256:8956da3033a3f925625509eb948af5348591a8e61babb47ac73c552757bb4799

Observation a9839bff-7e01-4665-b2e4-a4a13e9af9c1 · outbound

This paper cites arXiv preprint arXiv:2404.07214 (2024).

Do Language Models Understand Time? arXiv preprint arXiv:2404.07214 (2024)

Reference 57

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source=pdf_text observed=2026-08-11T12:47:17.252637Z digest=sha256:f26f71e13f3ed53e561adfbfe478421d688bf8d0748c5b08ad03248bc5a5848a

Observation 08d803f3-430f-441a-8110-23f26510557b · outbound

This paper cites something something.

Do Language Models Understand Time? something something

Reference 58

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source=pdf_text observed=2026-08-11T12:47:17.281566Z digest=sha256:a07e7421ed790b4906700f10a4bba94109501c02bf86c59e5c1a4d75e9e94366

Observation fff26ada-93bf-4327-9fde-b49f6dda2cde · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-11T12:47:17.287327Z digest=sha256:15bdb6d1d339c8a3a7635d481c3b55f7f0640718b38d6ab6805d5fe8f03cd3a0

Observation f52a12fd-42f9-4723-b1f1-3f2769940af7 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-11T12:47:17.292765Z digest=sha256:a85d72c8e497a8418dcb026769c203b2420d3aa18a38d42ab4abd071d28f12ad

Observation a07234c8-1076-457d-865d-7bca47f2f128 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-11T12:47:17.276112Z digest=sha256:da866426c4f16570bac7dbf5a8a5045c6308dac842025c9eabeb30c194f344cf

Observation dee53039-22ec-4052-9a7d-47032762f356 · outbound

This paper cites VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding.

Do Language Models Understand Time? VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding

Reference 62

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source=pdf_text observed=2026-08-11T12:47:17.303004Z digest=sha256:0577ae1cf701e1824f00c2a8604394662c4b624cae7e7e35c4eb6de9deb1594a

Observation 8c32f957-b2ef-4eca-8271-5c1de259386f · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-11T12:47:17.308590Z digest=sha256:709e01fe374f9fce9a3f409c1bd7aae7b13d12e42d0b545b2b3bbd311a7ebdbc

Observation ec768612-04b2-4a59-9a20-506ddcb38ba6 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-11T12:47:17.319790Z digest=sha256:956dcdb2aef9b9e490ccee7bc767b4862ae350a8c87afd3250e17d61f7afb340

Observation 5d2925bc-a7c2-48ef-a1df-a1df3f3c2ddf · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-11T12:47:17.297855Z digest=sha256:430f775022f6501a3fffdcf1f7460564e196ee3fe907a03a118e9100c7771135

Observation 59aef8a4-3e6c-4237-bc3b-940fc0e8665c · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 66

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source=pdf_text observed=2026-08-11T12:47:17.330364Z digest=sha256:88b4db15caaf8043db559c9fc4affa25ea56c9adda623ce6878874717bebf41c

Observation c56d70ce-45b4-47c3-b984-61998668cadf · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 67

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source=pdf_text observed=2026-08-11T12:47:17.335400Z digest=sha256:8fb9e0b2ea06e0f39db33031ff3668a7355814e0755e2842777f0fcafc206ecd

Observation 04c2b772-a568-4221-bcc1-ab1a9a7d1234 · outbound

This paper cites TRACE: Temporal Grounding Video LLM via Causal Event Modeling.

Do Language Models Understand Time? TRACE: Temporal Grounding Video LLM via Causal Event Modeling

Reference 68

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source=pdf_text observed=2026-08-11T12:47:17.314268Z digest=sha256:351e41c14e92e5cf58aea6d638b94b51f8c87b5ab6dcf6087428762f8e286075

Observation d98d0760-e99f-4f4b-95cf-b737423006b9 · outbound

This paper cites Localizing Moments in Video with Natural Language.

Do Language Models Understand Time? Localizing Moments in Video with Natural Language

Reference 69

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source=pdf_text observed=2026-08-11T12:47:17.345702Z digest=sha256:122d7cf7ea54fb43db02bdc1f578f389c22ea3bee6a6bde8a5365b2fba162110

Observation 9a64ec95-dd6d-497e-b1ad-09e8971c23a8 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-11T12:47:17.324974Z digest=sha256:076325eb06a828973e291a6559c06493b070de3d8bf24de483add63b1e4be49a

Observation 288bf744-dab5-45ea-91fe-9059f402f3ae · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 71

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source=pdf_text observed=2026-08-11T12:47:17.356315Z digest=sha256:e3a42eb4b54a49c26b359d99d9bb46be7d85167f02d8ae74e5187e7a6f6cf7cf

Observation c8fa7636-e926-402d-9ad5-c007de23bda1 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-11T12:47:17.361829Z digest=sha256:74389200e1a4fd65ee7541d6eb1ef54ed28db5731a46d0348416dce766b28175

Observation add4d7b2-3a59-4ee4-b41b-8c939d2efcaa · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 73

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source=pdf_text observed=2026-08-11T12:47:17.340532Z digest=sha256:b8af0f581cac252d4f0b777cd7d38a839d5c25f2d475a837ce2a8e5678f6f873

Observation e15f7e25-be38-478a-994f-f1a19a235ee3 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-11T12:47:17.372128Z digest=sha256:e0d0a2ac769f0e70698c874bca7bb75e4fafde3a8321d8f622957f730e857747

Observation 9f49590e-964e-4734-9c90-eec4d9c6e58d · outbound

This paper cites Training Compute-Optimal Large Language Models.

Do Language Models Understand Time? Training Compute-Optimal Large Language Models

Reference 75

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source=pdf_text observed=2026-08-11T12:47:17.350932Z digest=sha256:60944231e251f7dd8f33a80cd64b81f469c6fbd22298121123e7e1ad402e2c27

Observation 2c3a80d3-5e05-4cc9-9496-6a3c7a9ad0f4 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 76

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.388152Z digest=sha256:851b5f409024a3b2ba485f56ea1d4ebf903f9444bd9d21b675593b48a08d0d9a

Observation 455a9a4c-6082-49fe-8142-5df3b7d3a426 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 77

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:47:17.393223Z digest=sha256:a6111b4479dd1c5fcefb1e0e0493db7470b9ed8f2195ff1cf2414ee73251f5a0

Observation db8d72a0-c1f9-49b1-8606-9787188a6cfc · outbound

This paper cites EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval.

Do Language Models Understand Time? EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval

Reference 78

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verified exact
local_arxiv, observed 2026-08-11T12:47:19.610306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T12:47:17.366777Z digest=sha256:727e2022f867501996416c5f2ee8ef1497d945db7cfc6eb9650f62f4cda3e291

Observation a5779f29-c2d7-4ac4-bfd2-bbe1dfdd6415 · outbound

This paper cites Fine-tuning and Utilization Methods of Domain-specific LLMs.

Do Language Models Understand Time? Fine-tuning and Utilization Methods of Domain-specific LLMs

Reference 79

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source=pdf_text observed=2026-08-11T12:47:17.404578Z digest=sha256:4be0422c4e972440aeaf6a4946e9295166e125946b8aade21add32d7b8662af3

Observation dc3ae786-65cc-4222-9844-ef26170a747e · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 80

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source=pdf_text observed=2026-08-11T12:47:17.377215Z digest=sha256:e2ba795a35f587dae3dcd6ccfe077d86aed96492f16f03f7d1e761ada248ae38

Observation 48ad81c5-e007-4542-868e-5d2098bf9414 · outbound

This paper cites Mixtral of Experts.

Do Language Models Understand Time? Mixtral of Experts

Reference 81

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source=pdf_text observed=2026-08-11T12:47:17.415424Z digest=sha256:d81919cfa0ebd273111dd5df683fe2e3a2e2bd47535485b096eff9ee10dfbd9b

Observation 5a2654cf-f12e-4965-b5e9-746f60745c7a · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 82

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source=pdf_text observed=2026-08-11T12:47:17.420919Z digest=sha256:10e7ce804723e76896e71a3ef85f6d0f688cbb9b0c6cad3b3a60fcefaa6e1f24

Observation 6ba06095-dbdd-42e7-a2e4-b73a6e6c6c96 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-11T12:47:17.431764Z digest=sha256:b526807a28da2d587807a7fba5c7789edb6b66595aab7d3ca9d8d759e63da141

Observation 935e5b0a-c62a-4749-8604-83c36e247019 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 84

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Observation 972356e9-341a-4900-a7c8-05491e052a0b · outbound

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Do Language Models Understand Time? Unresolved cited work

Reference 85

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Observation f3aeb207-27cc-40ee-b2d8-ac9af5811121 · outbound

This paper cites Mistral 7B.

Do Language Models Understand Time? Mistral 7B

Reference 86

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Observation 18c9c1f0-4ae0-4123-8e59-50ef75681b29 · outbound

This paper cites Kuehne, H.

Do Language Models Understand Time? Kuehne, H

Reference 87

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Observation 54ef2de1-0fb6-49c8-92ab-28c2f99acbb4 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 88

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Observation 40499336-2e15-4237-bf7c-5bbdc95de0d7 · outbound

This paper cites TVQA: Localized, Compositional Video Question Answering.

Do Language Models Understand Time? TVQA: Localized, Compositional Video Question Answering

Reference 89

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Observation 3c40c9a5-ff4a-4651-acef-e342596b565f · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 90

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Observation b6652b21-b44c-42cc-94c4-411398d7c8ed · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 91

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Observation c254dbf2-dd53-4f01-adb6-42262d41b282 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 92

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Observation e1aa1db9-f16d-4a9a-8bc0-cadd23e40d9b · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 93

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Observation 43ddf884-0345-4326-a203-c3893f5ea66f · outbound

This paper cites In Proceedings of the IEEE international conference on computer vision.

Do Language Models Understand Time? In Proceedings of the IEEE international conference on computer vision

Reference 94

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Observation 1c4b82cb-4a86-4fdf-82a3-77a10c89a5a5 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 95

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Observation 6e3188b5-2b88-4ecf-b109-868b2893bee9 · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 96

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source=pdf_text observed=2026-08-11T12:47:17.508839Z digest=sha256:4ebff5ca650a4db4a581c299cb2c1c4c15f14df547ff6f8a55755739e11d1b9b

Observation 242a6e7b-785f-47ba-b06a-e442c961e597 · outbound

This paper cites VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs.

Do Language Models Understand Time? VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs

Reference 97

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Observation e319d474-902b-46c6-953a-e0e47c7b2260 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Do Language Models Understand Time? Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 98

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Observation 25fe241c-0f37-43e6-9402-838ed4be33aa · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 99

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source=pdf_text observed=2026-08-11T12:47:17.477849Z digest=sha256:5edb77b0eb714e0ce69fcd2093d658551c9ecf13d433bb01cb2f5f30b22021fb

Observation a3d2730a-309b-48d2-a05d-81eacdb3935f · outbound

This paper cites an unresolved cited work.

Do Language Models Understand Time? Unresolved cited work

Reference 100

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source=pdf_text observed=2026-08-11T12:47:17.529014Z digest=sha256:a89b882e99054e23bc1b41c183e3f15255cdaf497a5eeb6d9098e09843da5e57

Pith citing papers

Observation 4e6e95fd-b9f6-405c-89da-a81bdd50dd7d · inbound

Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight cites this paper.

Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight Do Language Models Understand Time?

Reference 19

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source=pdf_text observed=2026-08-11T04:52:58.072052Z digest=sha256:fa6d0911bbf08b75c91b399d2e8931d8ed68487aea8826bcb31176a3dd2ce7a7

Observation 691dc346-d4f3-428e-b289-30896e5c18d1 · inbound

Evolving Skeletons: Motion Dynamics in Action Recognition cites this paper.

Evolving Skeletons: Motion Dynamics in Action Recognition Do Language Models Understand Time?

Reference 19

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source=pdf_text observed=2026-08-10T22:12:58.774890Z digest=sha256:71930968a69aa25c41e82938132dceb6ca0018ff2fbee988a5509251a04f7b0d

Observation 954edfab-3d5e-48c3-b125-e6119d85c133 · inbound

Perspectives on Capturing Emotional Expressiveness in Sign Language cites this paper.

Perspectives on Capturing Emotional Expressiveness in Sign Language Do Language Models Understand Time?

Reference 13

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source=pdf_text observed=2026-08-15T22:09:26.541798Z digest=sha256:fd152d72daf44a4aad912ad2bb63ea6ed9bcb2e83cd643d6cbdf010cc5ef8925

Observation 820e5408-af5e-423f-a1c2-381fab9fcf2b · inbound

Trust-Aware Joint Feature-Prediction Discrepancy for Robust Domain Adaptation cites this paper.

Trust-Aware Joint Feature-Prediction Discrepancy for Robust Domain Adaptation Do Language Models Understand Time?

Reference 16

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arxiv_id, observed 2026-06-30T12:04:39.143505Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation f90746cb-3929-4a4f-81da-fc911df366b2 · inbound

A Study of Temporal Fusion Strategies for Named Entity Recognition in Historical Texts cites this paper.

A Study of Temporal Fusion Strategies for Named Entity Recognition in Historical Texts Do Language Models Understand Time?

Reference 7

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arxiv_id, observed 2026-06-29T19:13:53.110301Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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