Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents | Paper Citation Record

Observation a1cd09db-40be-48b9-9554-72809d1f5f1f · outbound

This paper cites Cosmos World Foundation Model Platform for Physical AI.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Cosmos World Foundation Model Platform for Physical AI

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:52.881712Z

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Observation 4d5e6394-e32e-40db-a150-9bc26ea042d4 · outbound

This paper cites Qwen2.5-VL Technical Report.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:52.945268Z

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Observation 58751017-66f6-4560-9cfa-3a575b97ad4a · outbound

This paper cites Crc Press, 2018.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Crc Press, 2018

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:52.984400Z

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Observation 3c2eb00f-9db3-47ef-8c19-bbdbdc3445df · outbound

This paper cites Spatialvlm: Endow- ing vision-language models with spatial reasoning capabili- ties.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Spatialvlm: Endow- ing vision-language models with spatial reasoning capabili- ties

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.054798Z

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Observation 43b2221d-ecd6-4bc7-82ea-067a575f7f2c · outbound

This paper cites Egothink: Evalu- ating first-person perspective thinking capability of vision- language models.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Egothink: Evalu- ating first-person perspective thinking capability of vision- language models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.225228Z

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Observation da282c5d-c3c2-455b-b77a-f42e637e0ae8 · outbound

This paper cites EmbodiedEval: Evaluate Multimodal LLMs as Embodied Agents.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents EmbodiedEval: Evaluate Multimodal LLMs as Embodied Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.353480Z

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Observation 92282564-3815-463b-974a-84ded03b180c · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.465936Z

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Observation e623b3b8-fb29-420b-83f6-18b391fcd7b5 · outbound

This paper cites From Play to Policy: Conditional Behavior Generation from Uncurated Robot Data.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents From Play to Policy: Conditional Behavior Generation from Uncurated Robot Data

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.623875Z

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Observation 86697852-79d7-4ab2-9477-f2b9809700e1 · outbound

This paper cites Ecbench: Can multi-modal foundation models understand the egocentric world? a holistic embod- ied cognition benchmark.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Ecbench: Can multi-modal foundation models understand the egocentric world? a holistic embod- ied cognition benchmark

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.745399Z

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Observation 7c121a0c-fa4a-464f-94ce-1a887a206e80 · outbound

This paper cites Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.887733Z

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Observation ad1ade03-1565-4c7c-9367-b36f30a661c5 · outbound

This paper cites The” something something” video database for learning and evaluating visual common sense.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents The” something something” video database for learning and evaluating visual common sense

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:53.959268Z

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Observation 2e9773aa-d47d-4f71-9b05-84a6705cf55b · outbound

This paper cites Ego-exo4d: Understanding skilled human activity from first-and third-person perspectives.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Ego-exo4d: Understanding skilled human activity from first-and third-person perspectives

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.060123Z

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Observation 793ef3b3-7158-41d4-a389-df8a9c74f531 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.122419Z

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Observation 503a3703-c82c-4203-bf46-06beb9e69ab8 · outbound

This paper cites Multimodal fusion and vision- language models: A survey for robot vision.Information Fusion, page 103652, 2025.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Multimodal fusion and vision- language models: A survey for robot vision.Information Fusion, page 103652, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.233928Z

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Observation e945409e-f80d-4820-9000-8e37eb950917 · outbound

This paper cites Motionbench: Benchmarking and improving fine-grained video motion understanding for vision language models.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Motionbench: Benchmarking and improving fine-grained video motion understanding for vision language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.308177Z

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Observation 58403288-0fa4-4c50-8ba5-08964f4fd030 · outbound

This paper cites GPT-4o System Card.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents GPT-4o System Card

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.375087Z

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Observation 64143267-46e2-411a-86ff-38945e29b974 · outbound

This paper cites Robobrain: A unified brain model for robotic manipulation from abstract to concrete.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Robobrain: A unified brain model for robotic manipulation from abstract to concrete

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.441911Z

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Observation 3e111a8e-bc3c-4cf5-91af-fcc3a7ff77c0 · outbound

This paper cites Egotaskqa: Understanding human tasks in egocentric videos.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Egotaskqa: Understanding human tasks in egocentric videos

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.496889Z

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Observation 5923b7c1-8962-479a-bab7-ce755340f02b · outbound

This paper cites Reasoning Grasping via Multimodal Large Language Model.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Reasoning Grasping via Multimodal Large Language Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.576971Z

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Observation 7a7d57e5-2fb2-40bf-95ee-a87400d4356f · outbound

This paper cites Sage publications, 2018.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Sage publications, 2018

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.650372Z

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Observation cd634841-892a-4841-888e-536e13e0e559 · outbound

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

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Mvbench: A comprehensive multi-modal video understand- ing benchmark

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.715705Z

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Observation fb0fba56-4831-4953-9efd-b2655762d1c0 · outbound

This paper cites Code as Policies: Language Model Programs for Embodied Control.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Code as Policies: Language Model Programs for Embodied Control

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.778196Z

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Observation 436596d5-da34-4bbf-a68b-8b48d46399e3 · outbound

This paper cites Fineaction: A fine-grained video dataset for temporal action localization.IEEE transactions on image processing, 31: 6937–6950, 2022.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Fineaction: A fine-grained video dataset for temporal action localization.IEEE transactions on image processing, 31: 6937–6950, 2022

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:54.916568Z

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Observation 90e47fc4-a5a6-4b98-a74d-894db42073d9 · outbound

This paper cites Egoschema: A diagnostic benchmark for very long- form video language understanding.Advances in Neural In- formation Processing Systems, 36:46212–46244, 2023.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Egoschema: A diagnostic benchmark for very long- form video language understanding.Advances in Neural In- formation Processing Systems, 36:46212–46244, 2023

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.029637Z

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Observation c7cdc420-e238-49b8-881c-78f8df507e4b · outbound

This paper cites Harvard University Press, 1988.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Harvard University Press, 1988

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.115197Z

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Observation 26a5506c-ec3b-4052-ba35-f633337c15fd · outbound

This paper cites Embodiedgpt: Vision-language pre-training via embodied chain of thought.Advances in Neural Information Processing Systems, 36:25081–25094, 2023.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Embodiedgpt: Vision-language pre-training via embodied chain of thought.Advances in Neural Information Processing Systems, 36:25081–25094, 2023

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.185571Z

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Observation ade0e9a3-e64b-4e27-b899-c49089022959 · outbound

This paper cites Gpt-5 system card.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Gpt-5 system card

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.259175Z

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Observation 437eac7c-1bea-42dc-8cce-08dae92534a1 · outbound

This paper cites Large VLM-based Vision-Language-Action Models for Robotic Manipulation: A Survey.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Large VLM-based Vision-Language-Action Models for Robotic Manipulation: A Survey

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.366868Z

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Observation c792aee3-ddcf-4171-8b69-2efd9e10358f · outbound

This paper cites Alfred: A benchmark for interpreting grounded instructions for everyday tasks.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Alfred: A benchmark for interpreting grounded instructions for everyday tasks

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.476704Z

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Observation 6fce1b16-b8f2-47b6-b09e-dd4b60aa1bec · outbound

This paper cites Hollywood in homes: Crowdsourcing data collection for activity under- standing.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Hollywood in homes: Crowdsourcing data collection for activity under- standing

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.563140Z

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Observation e1847be0-0305-406f-bd91-965e0246e153 · outbound

This paper cites ProgPrompt: Generating Situated Robot Task Plans using Large Language Models.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents ProgPrompt: Generating Situated Robot Task Plans using Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.667893Z

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Observation 9993e5f6-b12e-4671-bfdb-eff034466faa · outbound

This paper cites Llm-planner: Few-shot grounded planning for embodied agents with large language models.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Llm-planner: Few-shot grounded planning for embodied agents with large language models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.759273Z

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Observation 4b78d67f-443b-483b-8bc3-1ceb621a6249 · outbound

This paper cites Behav- ior: Benchmark for everyday household activities in virtual, interactive, and ecological environments.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Behav- ior: Benchmark for everyday household activities in virtual, interactive, and ecological environments

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:55.852606Z

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Observation e6d2c317-71db-4a4c-95e1-e60c5fd4720e · outbound

This paper cites Aligning large multimodal models with factually augmented rlhf.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Aligning large multimodal models with factually augmented rlhf

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.008775Z

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Observation d3cd3b4f-b244-4860-961c-2e6fc1eb8c58 · outbound

This paper cites RoboBrain 2.0 Technical Report.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents RoboBrain 2.0 Technical Report

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.199932Z

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Observation e8e5912e-bbea-468c-b10b-75689a51a1ae · outbound

This paper cites Gemma 3 Technical Report.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Gemma 3 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.331991Z

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Observation 4a16d858-a090-4ad3-8b14-09060d216f9b · outbound

This paper cites FAVOR-Bench: A Comprehensive Benchmark for Fine-Grained Video Motion Understanding.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents FAVOR-Bench: A Comprehensive Benchmark for Fine-Grained Video Motion Understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.435217Z

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Observation 42a05bb8-1332-4f90-98a1-769241d1563f · outbound

This paper cites MimicPlay: Long-Horizon Imitation Learning by Watching Human Play.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents MimicPlay: Long-Horizon Imitation Learning by Watching Human Play

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.557302Z

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Observation b3ec28d1-c2b0-4b79-addf-f5bfb09538cd · outbound

This paper cites Qwen3 Technical Report.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Qwen3 Technical Report

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.673348Z

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Observation c260459f-63e5-445a-9e86-a4c9aa671f15 · outbound

This paper cites Thinking in space: How mul- timodal large language models see, remember, and recall spaces.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Thinking in space: How mul- timodal large language models see, remember, and recall spaces

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.817033Z

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Observation e46753b1-8384-4fb1-8788-a17ba1a5348e · outbound

This paper cites EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:56.921728Z

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Observation c9aea928-32da-4875-9810-ee7d88fd72a1 · outbound

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

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Activitynet-qa: A dataset for understanding complex web videos via question answering

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:57.072006Z

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Observation 093c2e2e-4f54-4dfc-b41a-395fcfe91e10 · outbound

This paper cites VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:57.209755Z

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Observation 359baa0c-d71f-4295-b622-f413f81d75b5 · outbound

This paper cites Task-oriented sequential grounding in 3d scenes.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Task-oriented sequential grounding in 3d scenes

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:57.330629Z

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Observation 9b6e872e-d911-47c3-bc04-e891183f6169 · outbound

This paper cites Mlvu: A comprehensive benchmark for multi- task long video understanding.arXiv e-prints, pages arXiv– 2406, 2024.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Mlvu: A comprehensive benchmark for multi- task long video understanding.arXiv e-prints, pages arXiv– 2406, 2024

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:57.421387Z

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Observation 5e71763b-ad42-4252-9bb7-dfc50c951488 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:57.542070Z

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Observation 0e7e86c9-a392-4473-ab9f-21edd37a4fff · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:58.072233Z

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Observation b3732bb0-7ede-4289-a4e2-fc075d0a1694 · outbound

This paper cites • The distractors must be physically plausible and context-appropriate for the video scene.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents • The distractors must be physically plausible and context-appropriate for the video scene

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:58.492502Z

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Observation 64e563a0-e724-4174-97b7-3cb0f8f682f8 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:58.561055Z

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Observation be708270-9412-4aab-8fc9-9feb6c5412ca · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:59.051147Z

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Observation b023fe30-d63c-4a90-a7f3-789aeb550e93 · outbound

This paper cites • Distractors can involve: order swap, misplaced insertion/omission or wrong simultaneity.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents • Distractors can involve: order swap, misplaced insertion/omission or wrong simultaneity

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:59.624964Z

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Observation a4491209-075c-44d8-93b3-8e7401c10a80 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:59.737077Z

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Observation e4dfd59e-41ea-4e2e-b571-d7b7a0c587d4 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T20:42:59.855867Z

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Observation 579542ba-b64b-4b1f-8834-cd00da2f6fb8 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.236349Z

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Observation eb55a057-a758-4934-bb27-e758a857ba1c · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.572585Z

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Observation eb4fb8d9-9939-40d6-84fc-f3d193a20cc4 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.657999Z

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Observation 0da865e3-f7dc-40d2-b5d5-c43cb7d032a5 · outbound

This paper cites Prompt template for Intentional Understanding.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Prompt template for Intentional Understanding

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.771327Z

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Observation 8884b286-9435-419e-ac05-6dbed54e9ecc · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.838910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bd61abc-11e3-4aad-9b02-1122fdcf521c · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.911346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 224b48b5-0b97-45c1-964e-4d340c8ffe66 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:00.995050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e88d8d9-d22c-4e7f-adff-09f7edccef60 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.050362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9df746d-e3d1-4e01-9090-1ac8d0150890 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.180436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77d486f0-c9d1-4fc1-aa87-af2576010922 · outbound

This paper cites caption”, “annotation.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents caption”, “annotation

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.353279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77a6e97b-8e55-4bc5-9db3-4e23c9ac48b0 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.532003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a012a6e8-6c3f-408f-9e29-afee68b19c40 · outbound

This paper cites [Question Types].

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents [Question Types]

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.654088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c27de4f-e5dd-4f68-a24f-e0375fc678c4 · outbound

This paper cites • Identify whether progress is smooth, temporarily obstructed, failed, completed, or interrupted.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents • Identify whether progress is smooth, temporarily obstructed, failed, completed, or interrupted

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.719764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f835528-65cb-481c-ba2a-a657aa3a57e3 · outbound

This paper cites • Questions should analyze how well the chosen method fits the physical constraints, and how effectively it balances coordination and efficiency.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents • Questions should analyze how well the chosen method fits the physical constraints, and how effectively it balances coordination and efficiency

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.785201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52915216-600c-41b4-b385-2c3eb4debd2e · outbound

This paper cites VideoCaption.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents VideoCaption

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.844940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79496d9e-4840-4f0b-b94c-b95f13abe1c4 · outbound

This paper cites Check whether the answer points out the error in the question and explains the correct way of execution.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Check whether the answer points out the error in the question and explains the correct way of execution

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:01.937042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3181b811-220d-40bd-a61f-8f0cc3d2f0cb · outbound

This paper cites Check whether the answer identifies the error and provides the correct sequence and outcome.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Check whether the answer identifies the error and provides the correct sequence and outcome

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.038065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3105817e-f281-4e56-9f9c-64f1672d5447 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.134557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f3e24c0-3b4b-4a28-8715-6ac1be9a7b64 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.173962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1300b0be-db1f-4fda-b484-7d1631d8789f · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.327754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac8715a7-2609-4a07-a00e-fc932366c821 · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.409788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40affa28-acda-40e3-878e-d3d2e0912f6f · outbound

This paper cites an unresolved cited work.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.489175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda20c67-ea59-436c-a00f-8d4832ff325e · outbound

This paper cites The question describes this incorrectly because X.

Beyond Description: Cognitively Benchmarking Fine-Grained Action for Embodied Agents The question describes this incorrectly because X

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-03T20:43:02.678992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers