SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding | Paper Citation Record

Observation 0305eb80-9537-45f6-a1d8-7149119a3519 · outbound

This paper cites Touchstone: Evaluating vision-language models by language models, 2023.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Touchstone: Evaluating vision-language models by language models, 2023

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.006838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab16d2ce-f62c-4e8c-b5d2-825be70db5d4 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.011514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 889765bb-14ac-4ee5-af50-a1cb6793f1f9 · outbound

This paper cites AutoEval-Video: An Automatic Benchmark for Assessing Large Vision Language Models in Open-Ended Video Question Answering.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding AutoEval-Video: An Automatic Benchmark for Assessing Large Vision Language Models in Open-Ended Video Question Answering

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.016339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 437104b9-9640-4f01-9025-feca45dc26ff · outbound

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

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.020659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35df49c0-8609-4f8c-87d5-18adec6136c2 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.025548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 107dcfcc-063b-4111-a2a9-1f443be92602 · outbound

This paper cites Llm evaluation metrics ex- plained, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Llm evaluation metrics ex- plained, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.029828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b69cae93-61b1-4404-b6c9-e5551be0bc90 · outbound

This paper cites MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.035116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61617cfd-7aad-4b39-addf-09d8da5519ae · outbound

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

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.039908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d850d77-3e73-430b-8677-452b05124510 · outbound

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

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.044466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d279f5a-7f9d-4d38-9315-482c493b3df4 · outbound

This paper cites Vita: Towards open-source interactive omni multimodal llm, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Vita: Towards open-source interactive omni multimodal llm, 2024

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.048903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e64c06a-1ed2-4ab8-bfc5-eef9014a0d82 · outbound

This paper cites After digital story- telling: Video composing in the new media age.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding After digital story- telling: Video composing in the new media age

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.053487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c279c865-7813-437e-b285-de2c80adeea4 · outbound

This paper cites VBench: Com- prehensive benchmark suite for video generative models.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding VBench: Com- prehensive benchmark suite for video generative models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.057608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f693a185-cd46-4565-afa0-73936e0d7017 · outbound

This paper cites TGIF-QA: toward spatio-temporal reasoning in visual question answering.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding TGIF-QA: toward spatio-temporal reasoning in visual question answering

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.061676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ae239e-8b50-48aa-bb5c-61895457b3bd · outbound

This paper cites Video Question Answering with Spatio-Temporal Reasoning.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Video Question Answering with Spatio-Temporal Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.065523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 334ef63f-17c2-494d-8997-515465fa4dae · outbound

This paper cites SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.070161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ca726a0-752f-4d12-88a9-cc0b85706ada · outbound

This paper cites Llava-onevision: Easy visual task transfer, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Llava-onevision: Easy visual task transfer, 2024

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.074764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c3740e-5384-4435-8abc-99764736bd13 · outbound

This paper cites Aria: An open multimodal native mixture-of- experts model, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Aria: An open multimodal native mixture-of- experts model, 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.080026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2518acbc-3e8b-4137-a124-358caf1c42a4 · outbound

This paper cites Videochat: Chat-centric video understanding, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Videochat: Chat-centric video understanding, 2024

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.084465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82dc48c0-5d09-4282-b893-8407b7d29c1e · outbound

This paper cites Mvbench: A comprehensive multi-modal video understand- ing benchmark.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Mvbench: A comprehensive multi-modal video understand- ing benchmark

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.088982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37568bf8-d18d-4f45-95c3-6209e7cfba6a · outbound

This paper cites VLM-Eval: A General Evaluation on Video Large Language Models.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding VLM-Eval: A General Evaluation on Video Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.092886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78868100-7e65-4650-889b-fc90e4a728e0 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Evaluating Object Hallucination in Large Vision-Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.096854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03cc6ef5-462d-40bc-869a-5cd0d3c79aa7 · outbound

This paper cites Videovista: A versatile bench- mark for video understanding and reasoning, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Videovista: A versatile bench- mark for video understanding and reasoning, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.100837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bf2532d-5900-4d96-a77d-ccb06e997da6 · outbound

This paper cites Mateval: A multi-agent discussion framework for advancing open-ended text evaluation, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Mateval: A multi-agent discussion framework for advancing open-ended text evaluation, 2024

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.104844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74ab0360-77b2-4eda-bb16-0135839522fe · outbound

This paper cites Video-llava: Learning united visual repre- sentation by alignment before projection, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Video-llava: Learning united visual repre- sentation by alignment before projection, 2024

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.109071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e93a6aa-79fb-48d3-ac30-a5fa0d3d483b · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player?.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MMBench: Is Your Multi-modal Model an All-around Player?

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.113345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9d59f47-3cbc-4baa-b96d-bcf5ce209688 · outbound

This paper cites Temp- compass: Do video llms really understand videos? ArXiv preprint, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Temp- compass: Do video llms really understand videos? ArXiv preprint, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.118551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b11de3-f708-42ad-8ae7-e7287339a829 · outbound

This paper cites TempCompass: Do Video LLMs Really Understand Videos?.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding TempCompass: Do Video LLMs Really Understand Videos?

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.122979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e90d9bed-43f5-4fb2-979f-380e57f5efc3 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.127758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2e77abf-95f6-4d84-a906-f54354532eb8 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.131700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61172a5-e1d2-4e69-bf45-c0a0cf75beef · outbound

This paper cites Visual postproduction in participatory video- making processes.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Visual postproduction in participatory video- making processes

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.136093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 503f0ac5-2069-48f3-acc1-404d74e7b5c1 · outbound

This paper cites Egoschema: A diagnostic benchmark for very long- form video language understanding.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Egoschema: A diagnostic benchmark for very long- form video language understanding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.140127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6f8678a-3fce-4f9f-8e9f-1b07e7fceaf0 · outbound

This paper cites Egoschema: A diagnostic benchmark for very long- form video language understanding.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Egoschema: A diagnostic benchmark for very long- form video language understanding

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.143837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96a71a6-5526-44a8-bdc9-a8f89a24b9f5 · outbound

This paper cites Video-bench: A com- prehensive benchmark and toolkit for evaluating video-based large language models.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Video-bench: A com- prehensive benchmark and toolkit for evaluating video-based large language models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.147901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0bbde68-0a32-4dfa-aefc-532782b3ff4e · outbound

This paper cites Gpt-4o mini: Advancing cost-efficient intelligence,.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Gpt-4o mini: Advancing cost-efficient intelligence,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.151685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 643d9db1-1b06-49e4-9a81-d01efcdfa4bf · outbound

This paper cites Gpt-4o system card, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Gpt-4o system card, 2024

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.160023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cbbfe52-d68f-44a6-8b79-fac57a3c028e · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Bleu: a method for automatic evaluation of machine translation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.163901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768e06da-6b28-4482-a477-a1afca0a0a85 · outbound

This paper cites Learning transferable visual models from natural language supervision, 2021.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Learning transferable visual models from natural language supervision, 2021

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.168012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e821061-cb9c-4de7-90a3-509ef8456c5d · outbound

This paper cites KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue Corpus.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue Corpus

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:09:15.768941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dccafcdf-6fd8-4aa6-8ad7-6b35822b593a · outbound

This paper cites Internvl2: Better than the best—expanding performance boundaries of open-source multimodal models with the progressive scaling strategy, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Internvl2: Better than the best—expanding performance boundaries of open-source multimodal models with the progressive scaling strategy, 2024

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.176666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0c41621-22a5-4f4a-84a3-ca9b0ad0ebbe · outbound

This paper cites 7 ways to monitor large language model behavior, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding 7 ways to monitor large language model behavior, 2024

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.917189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 236a7645-6d36-4ce9-8694-5a71f38bd59b · outbound

This paper cites A Survey on Data Synthesis and Augmentation for Large Language Models.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding A Survey on Data Synthesis and Augmentation for Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.184236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df7ee619-500c-436e-8b96-3b9269e86d2f · outbound

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

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.188719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48af6dd1-625a-40e0-a217-15b142500bfb · outbound

This paper cites Star: A benchmark for situated reasoning in real-world videos.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Star: A benchmark for situated reasoning in real-world videos

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.895724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 96b3edfd-6de7-48b1-b0fc-73eeda846420 · outbound

This paper cites Next-qa: Next phase of question-answering to explaining temporal actions.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Next-qa: Next phase of question-answering to explaining temporal actions

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.875029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f84af819-4ac8-4205-9276-d1a6eec81cd7 · outbound

This paper cites Video question answer- ing via gradually refined attention over appearance and mo- tion.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Video question answer- ing via gradually refined attention over appearance and mo- tion

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.854561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5c227be4-28ac-49d3-a6ca-9b2070108228 · outbound

This paper cites LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.204040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24299011-d4e0-4667-84dc-87a2483404eb · outbound

This paper cites Chinese CLIP: Contrastive Vision-Language Pretraining in Chinese.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Chinese CLIP: Contrastive Vision-Language Pretraining in Chinese

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.208095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26230de7-d8c8-4956-a2a6-9c7a37d4d4e0 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.212250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59c915d3-648d-4c73-93d5-044694723fd7 · outbound

This paper cites Mm-vet: Evaluating large multimodal models for integrated capabilities, 2023.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Mm-vet: Evaluating large multimodal models for integrated capabilities, 2023

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.832524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0547b140-50a3-4e68-af33-037b6efe1459 · outbound

This paper cites Activitynet-qa: A dataset for understanding complex web videos via question answering.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Activitynet-qa: A dataset for understanding complex web videos via question answering

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.813358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 22a95ab4-4974-4d1f-886f-c5a9429fb6f7 · outbound

This paper cites Weinberger, and Yoav Artzi.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Weinberger, and Yoav Artzi

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.792204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c6885232-f4fc-4076-af68-7df051284065 · outbound

This paper cites Video instruction tuning with synthetic data, 2024.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Video instruction tuning with synthetic data, 2024

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.770688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 34520c97-cedc-4247-919f-3e4e3995b698 · outbound

This paper cites MLVU: Benchmarking Multi-task Long Video Understanding.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MLVU: Benchmarking Multi-task Long Video Understanding

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:15.231608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb28362-6796-4a7c-a72f-357aa46904d8 · outbound

This paper cites More Details of SeriesBench A.1.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding More Details of SeriesBench A.1

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.751269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 379ba661-a0d7-4010-8004-cd10c61df537 · outbound

This paper cites Visuals focus on understanding and analyz- ing visual content in the video.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Visuals focus on understanding and analyz- ing visual content in the video

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.729081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f3d6a8e6-3fa1-4835-98eb-3b411bc6e8ef · outbound

This paper cites Script assesses the model’s understanding of the background, plot, and characters within the video.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Script assesses the model’s understanding of the background, plot, and characters within the video

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.708672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e43c8154-62a9-4c46-bd4a-5a348aced34a · outbound

This paper cites Audio elements assess the model’s under- standing of sound-based information in the video, includ- ing dialogues, background music, and sound effects.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Audio elements assess the model’s under- standing of sound-based information in the video, includ- ing dialogues, background music, and sound effects

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.690669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4630c8dd-afdd-45a7-b467-e54f5b431245 · outbound

This paper cites Modern videos are no longer purely composed of footage; many post-production elements, such as subtitles, labels, and special effects, are added.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Modern videos are no longer purely composed of footage; many post-production elements, such as subtitles, labels, and special effects, are added

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.669093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6adfbe48-de0d-429c-9640-9bd11bb9a310 · outbound

This paper cites keep” button or reset the interface for the next task using the “clear.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding keep” button or reset the interface for the next task using the “clear

Reference 60

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T05:09:15.659451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation edb67934-2964-498a-9552-31325c6dc4c5 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.650182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cb5fa47a-60df-4787-aaf1-c354e468b07d · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.635175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2162f69b-1256-4a68-bae7-df5959bb9916 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.618116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c199f94e-0326-4095-a225-3c6009cc9c14 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.601841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b617af33-8959-4e9c-a46d-c22fa02bfdc6 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.585742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7f1e31a-918e-4966-bbe0-2f0ad7755e72 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.570888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e493b10a-ab79-4222-85c4-aba6f4d76bbc · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.554614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c2d2013f-02ea-483c-b48a-5528f9a3d0f9 · outbound

This paper cites Characters.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Characters

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.539352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ba1dd303-129d-4878-b45c-f14b870e6d3e · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.524725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d8723b67-3611-4a6d-bd73-543b67a71c67 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.509174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91224de7-6c4e-4325-b3fb-d1b0ffcc2512 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.493889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f3801891-283e-4472-ae69-e35874e93a3c · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.476612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d62ef467-d4ec-4042-bb14-a204f8512a78 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.461424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 948b4334-73e9-4d69-9d7f-28e5f91b58ea · outbound

This paper cites Figure 10.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Figure 10

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.445775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 94dba14f-1385-4dfc-8958-411499b7c4f3 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.431276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 905d5bfa-7fb1-4fc4-b636-31b9decb9796 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.416227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 771babd5-d3a9-459b-8639-ea4c052df865 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.401457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d61db3de-6e1f-4c2d-be9b-a4d2268f4a85 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 78

Resolution: parse uncertain; raw_fallback, observed 2026-08-16T05:09:16.387685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7f336a8c-c309-47ab-8805-45baf5f07bfd · outbound

This paper cites No dialogue.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding No dialogue

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.373557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 347e5c5e-fe53-418a-9ad9-270467f5f32f · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.359611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2f933016-afa7-4bf3-8c4b-10450c715d42 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.345029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 139ead3f-ef6b-469f-aa5a-a0ef214b5b30 · outbound

This paper cites Event1": {.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Event1": {

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.329251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3448230d-c597-4fa3-b4b5-103cc691f631 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.314926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8e7a310-dd57-4718-a466-eaa225c7fcdb · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.301414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d5a0ed57-3ad3-4e57-8992-16d85c8b8d3d · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.288478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9bfee600-3fa2-4158-a3eb-6c4a4ae7798a · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.275488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d909510d-15f6-41fb-9556-4c2d8400d587 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.260781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 75737a36-078a-45e9-8486-665f60c37bd0 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.246151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6fcdb820-b274-4f26-86cc-ea5bb14a5995 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.230690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 701b06f3-d03d-421f-ab27-2be0de8c56c5 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.216442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9106631d-a1d5-464b-883d-dcfa4ecf2166 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.201816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9345a6c6-51b2-42b9-8eed-4452c775a446 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 92

Resolution: parse uncertain; raw_fallback, observed 2026-08-16T05:09:16.188721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a56a4f52-8f9c-4225-aca8-f88861d3dbb3 · outbound

This paper cites No dialogue.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding No dialogue

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.174602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cd39766b-ed29-4c94-ac0b-8ae8e5bc6acd · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 94

Resolution: parse uncertain; raw_fallback, observed 2026-08-16T05:09:16.161664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8dcc9fcf-55f7-427f-b6f6-e3c61781e12d · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.146154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5aae4a1d-e997-488d-9f08-4263caae5bb7 · outbound

This paper cites Character.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Character

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:09:16.130365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6ac8315e-ea52-4c11-a5df-9c3e8d9ac56f · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 97

Resolution: parse uncertain; raw_fallback, observed 2026-08-16T05:09:16.115846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a5ef9480-380c-4eac-8bb8-2e3b97ad0692 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.101533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 069e799a-db78-4752-b926-fb9399738830 · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.087363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8b83731e-71c5-48fc-89f1-ec639d8eeffb · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.066712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2a0f74dc-adca-4f12-85d8-4562df29b5cc · outbound

This paper cites an unresolved cited work.

SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Unresolved cited work

Reference 101

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:09:16.052891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers