ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments | Paper Citation Record

Observation f5ade681-1a12-4119-afb0-b575a06dd59b · outbound

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

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Gemini: A Family of Highly Capable Multimodal Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.182866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd970a25-d3b6-44b3-a8cf-be9ee3083e0b · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:48.733504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 366b217c-777b-4df6-8d39-54e9aa6fd267 · outbound

This paper cites Ayyubi, Tianqi Liu, Arsha Nagrani, Xudong Lin, Mingda Zhang, Anurag Arnab, Feng Han, Yukun Zhu, Xuande Feng, Kevin Zhang, Jialu Liu, and Shih-Fu Chang.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Ayyubi, Tianqi Liu, Arsha Nagrani, Xudong Lin, Mingda Zhang, Anurag Arnab, Feng Han, Yukun Zhu, Xuande Feng, Kevin Zhang, Jialu Liu, and Shih-Fu Chang

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:48.579647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ef71094e-7600-4e61-b174-1fc7bb816d76 · outbound

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

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.197319Z

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Observation 3a9988e3-fa0f-4e03-a82c-0ea23f5c336f · outbound

This paper cites Qwen2.5-VL Technical Report.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Qwen2.5-VL Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.201849Z

Source-reported events for the cited work

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Observation 733ad04b-041c-404d-a379-a43c8cf2e45f · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:48.451200Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation da157924-0a22-4a46-bcf2-1f5944b8617d · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:48.291267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8766d9fc-803d-41c0-9de9-61f775acc0d8 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:48.134455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 72c5a317-455d-4f15-9d36-3170e711ea50 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:48.043265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8a00ae8b-84ad-4079-a50d-f1d2a197754a · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:47.914841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e28fc579-0a9e-4afb-aca9-a4940b9d59dc · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:47.848236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 39c2b6fa-3624-43c7-9ff2-1e3721d04bc6 · outbound

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

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.243910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9a79f72-946e-4727-a537-7bc1fd445a79 · outbound

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

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.248856Z

Source-reported events for the cited work

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Observation 969954d0-fc12-4a1e-9092-fc622fd52550 · outbound

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

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.253601Z

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Observation da91c099-b84d-4551-8bd6-523da596ae4e · outbound

This paper cites Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.258885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a7abfb-ff2e-4aac-a26f-3e84c562750c · outbound

This paper cites Denkowski and Alon Lavie.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Denkowski and Alon Lavie

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:47.739299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15ca9d03-7d11-4de2-96a0-f952954dffb5 · outbound

This paper cites The Llama 3 Herd of Models.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments The Llama 3 Herd of Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.267486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2ff5b14-f64d-4d90-825a-af325678d342 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:47.638314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f3e7b742-944b-487c-b839-6c6b15ccb2e6 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:47.496606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation db7cb893-4148-45f0-8d05-2180adf486d3 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:47.375412Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 83618458-8a3d-47ed-a67c-7ad8b7138858 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:47.257346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation da8e55f2-bfd7-4e72-9af8-c857c491acae · outbound

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

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.290096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af92a477-8330-412a-944c-438aea6291d5 · outbound

This paper cites CogVLM2: Visual Language Models for Image and Video Understanding.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments CogVLM2: Visual Language Models for Image and Video Understanding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.294752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56c12e90-3bf3-457e-ace2-3129368faa97 · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:47.120098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation acb10c26-4472-4002-b820-f8ac1d9702d1 · outbound

This paper cites Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.303562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d557bdc4-7be1-406e-b889-0f145e2d7f7b · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.976178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d7d15d30-1c19-4c22-b8ca-693d554108c0 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.313448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41f92863-7248-4f98-84ce-187f0a7959ac · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.322384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd66683a-f8d6-437c-9b02-893e165878a5 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.709189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1381ebeb-bcc3-4215-ae0d-e2c1ba7006f8 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.643300Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1d64f196-63e2-4e56-b07f-696d2f34eef9 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.613509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 76b434da-e2d0-4ebd-840a-bb71f885e10d · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.582599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 423d9b90-c5f9-4538-8882-e872fa314e01 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.554486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 39fa5f26-d6cd-424d-b88d-db8541cf8ead · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.349756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73d1186f-1b9b-4c24-82fc-0e13dba2ba9a · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.512657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 662e560d-eceb-451e-bda6-72ca79a7ebe8 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.459708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f5be0579-17c1-4ad2-8689-955f9bc4a3d8 · outbound

This paper cites GPT-4 Technical Report.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments GPT-4 Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.364359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e01670c-277c-48a8-9f85-fb99b28433dd · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.401264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e98918af-5a7b-4fbc-aff2-3ac1a160a33d · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.373019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4fa6d092-92f7-460f-a427-860e7c33d3c1 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.358663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 55bd9973-a228-4d1c-8434-5f28474af7f0 · outbound

This paper cites Manning, Stefano Ermon, and Chelsea Finn.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Manning, Stefano Ermon, and Chelsea Finn

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:46.343839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 68ed296f-8294-489f-a8d0-64279e9c52a7 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.386260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de234730-01e4-45d9-b815-498a9479dfd6 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.319013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 70b748ba-8f9b-4045-b115-5489026e8a29 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.305074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e6347225-408e-4c8d-a637-f6576a7f0245 · outbound

This paper cites Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.402521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e092c2f-2333-4d1d-849b-1b18121ed4e0 · outbound

This paper cites EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.406624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b8cce2d-bbdc-4585-95da-f2db2fd43ead · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Lawrence Zitnick, and Devi Parikh

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:46.290614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d48f6b78-7306-4345-8190-a356a89a6959 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.415618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7ee4588-ddd4-4dc3-a2f6-6bbe3fa64911 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.274565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c667121e-6e5e-4ea7-aabf-67a4f03b14e3 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.259100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 24368f81-4c7c-4769-93c3-d9295d2f0a2d · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.243301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 484cfc88-3b21-4dfe-a917-42b2ef34769e · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.439588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ffcb7b5-c845-46f4-a281-c262d084ffa8 · outbound

This paper cites Progress-Aware Video Frame Captioning.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Progress-Aware Video Frame Captioning

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:55:45.646374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cea5ec79-6d3a-4f93-a474-644fd97e08b3 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.225891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cf87e845-8507-4f77-a52e-5c2f1adbb87d · outbound

This paper cites Qwen2 Technical Report.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Qwen2 Technical Report

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.453665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3424b27-8d8f-4400-b2b5-3107c4d2a8b3 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.210379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b9abd710-75d6-429c-98cc-0572ed4719ec · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.192602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0b7873d2-f3be-4b74-b48f-ae0652698f44 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.466421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56be51da-3715-42c3-bed8-d384437e9766 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.174562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 17b6bf92-d040-4e81-93bd-d0ff6aff9446 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.158851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eb55edb5-644e-43a8-9123-b4823c97626d · outbound

This paper cites Weinberger, and Yoav Artzi.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Weinberger, and Yoav Artzi

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.479686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70847a66-37ea-4fe9-bdbd-0dbeee5c7c97 · outbound

This paper cites MMVU: Measuring Expert-Level Multi-Discipline Video Understanding.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments MMVU: Measuring Expert-Level Multi-Discipline Video Understanding

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.489265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfa847b2-2071-4282-b272-4c6221dfadd2 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.114637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5f9be675-8665-4051-ba81-0ff362f1473c · outbound

This paper cites Apollo: An Exploration of Video Understanding in Large Multimodal Models.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Apollo: An Exploration of Video Understanding in Large Multimodal Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.498173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7312dd6-7cd7-4144-9a7c-e99fedf0c0e7 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.098696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d665b46f-afe6-4675-8f4f-22a33b3006bf · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.079044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bda27a36-ecb3-4ba9-8d5b-8e93c81f0341 · outbound

This paper cites procedure.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments procedure

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:46.060925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 31317c81-c0f2-482d-a087-6cacad862ae7 · outbound

This paper cites Each step’s ASR fragments should consist of a continuous sequence of positive integer numbers (e.g., [2,3,4,5]), without any jumps or regressions (e.g., [2,3,7,5] is not allowed).

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Each step’s ASR fragments should consist of a continuous sequence of positive integer numbers (e.g., [2,3,4,5]), without any jumps or regressions (e.g., [2,3,7,5] is not allowed)

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:46.045353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00e2a131-f01d-453b-aa0b-bc9cd282095e · outbound

This paper cites ASR_id" only contains continuous positive integer numbers, without any skips or backtracking. Template: {.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments ASR_id" only contains continuous positive integer numbers, without any skips or backtracking. Template: {

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:46.027104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 91041ea0-84c9-42d6-83f9-38c3f4381633 · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.002810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0dbaba2b-666a-4707-af60-c6a6810d81d5 · outbound

This paper cites Detecting Sugars, Fats and Proteins in Biological Tissues.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Detecting Sugars, Fats and Proteins in Biological Tissues

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:55:45.983256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 45cce113-6886-4d69-8f0d-9ab4634c1c7c · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 2017

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.839293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 65a08690-2868-4310-b7bd-1f70aa64d8be · outbound

This paper cites an unresolved cited work.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Unresolved cited work

Reference 2020

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:55:46.129923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d955962d-2f08-462c-9204-bb06628a9ec4 · outbound

This paper cites Towards Universal Soccer Video Understanding.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments Towards Universal Soccer Video Understanding

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.390453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6191a76b-1841-4846-b350-55411b4aefc4 · outbound

This paper cites LongCaptioning: Unlocking the Power of Long Video Caption Generation in Large Multimodal Models.

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments LongCaptioning: Unlocking the Power of Long Video Caption Generation in Large Multimodal Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T17:55:45.430467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers