MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos | Paper Citation Record

Observation 232839a1-1d3e-4ad4-9a2b-e5d224093f8e · outbound

This paper cites GPT-4 Technical Report.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos GPT-4 Technical Report

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Ensemble hybrid learning methods for automated depression detection.IEEE transactions on computational social systems, 10(1):211–219, 2022

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This paper cites Infinibench: A benchmark for large multi-modal models in long-form movies and tv shows.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Infinibench: A benchmark for large multi-modal models in long-form movies and tv shows

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Qwen3-vl technical report, 2025

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Qwen2.5-VL Technical Report

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This paper cites Depression detection in clinical interviews with llm-empowered structural element graph.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Depression detection in clinical interviews with llm-empowered structural element graph

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

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

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This paper cites Tears or cheers? benchmarking LLMs via culturally elicited distinct affective responses.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Tears or cheers? benchmarking LLMs via culturally elicited distinct affective responses

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

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis

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This paper cites The first mpdd challenge: Multimodal personality-aware depression detection.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos The first mpdd challenge: Multimodal personality-aware depression detection

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This paper cites The distress analysis interview corpus of human and computer interviews.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos The distress analysis interview corpus of human and computer interviews

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This paper cites Towards ai-assisted psychotherapy: Emotion-guided genera- tive interventions.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Towards ai-assisted psychotherapy: Emotion-guided genera- tive interventions

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Observation a759e14f-e5db-4536-8420-70569000bef3 · outbound

This paper cites Lmvd: A large-scale multimodal vlog dataset for depression detection in the wild.Information Fusion, page 103632, 2025.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Lmvd: A large-scale multimodal vlog dataset for depression detection in the wild.Information Fusion, page 103632, 2025

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This paper cites Beyond emotion recognition: A multi-turn multimodal emotion understanding and reasoning benchmark.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Beyond emotion recognition: A multi-turn multimodal emotion understanding and reasoning benchmark

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This paper cites Agentmental: An interactive multi-agent frame- work for explainable and adaptive mental health assessment.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Agentmental: An interactive multi-agent frame- work for explainable and adaptive mental health assessment

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Smile: Multimodal dataset for understanding laughter in video with language models

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This paper cites De- pression detection from social network data using machine learning techniques.Health information science and systems, 6(1):8, 2018.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos De- pression detection from social network data using machine learning techniques.Health information science and systems, 6(1):8, 2018

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Observation 897ca25b-c10d-4b57-8b7b-33f4787b43ce · outbound

This paper cites Depression detection on social media with large language models.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Depression detection on social media with large language models

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This paper cites Sensemood: depression detection on social media.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Sensemood: depression detection on social media

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This paper cites Ministral 3.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Ministral 3

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Observation 9afeee03-51ba-4c77-a54d-84c9d23cb390 · outbound

This paper cites Bolt: Boost large vision-language model without training for long-form video understanding.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Bolt: Boost large vision-language model without training for long-form video understanding

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Observation d4f890c2-efae-4af5-ac70-d92ddb7c6b6e · outbound

This paper cites Psyscam: A benchmark for psychological techniques in real-world scams.arXiv preprint arXiv:2505.15017, 2025.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Psyscam: A benchmark for psychological techniques in real-world scams.arXiv preprint arXiv:2505.15017, 2025

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

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Egoschema: A diagnostic benchmark for very long- form video language understanding.Advances in Neural Information Processing Systems, 36:46212–46244, 2023

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Deep learning for depression detection of twitter users

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Meld: A multimodal multi-party dataset for emotion recognition in conversations

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Deepwell-adol: A scalable expert-based dialogue corpus for adolescent positive men- tal health and wellbeing promotion

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Qwen3.5: Towards native multimodal agents,

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Qwen3.6-35B-A3B: Agentic coding power, now open to all, 2026

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Qwen3.6-Plus: Towards real world agents, 2026

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Qwen3.7: The agent frontier, 2026

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos M- help: Using social media data to detect mental health help- seeking signals

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Automatic depres- sion detection: An emotional audio-textual corpus and a gru/bilstm-based model

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Emotional video captioning with vision-based emo- tion interpretation network.IEEE Transactions on Image Processing, 33:1122–1135, 2024

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Lvbench: An extreme long video understanding benchmark

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Longvideobench: A benchmark for long-context interleaved video-language understanding.Advances in Neural Informa- tion Processing Systems, 37:28828–28857, 2024

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos D4: a Chinese Dialogue Dataset for Depression-Diagnosis-Oriented Chat

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos MiniCPM-V: A GPT-4V Level MLLM on Your Phone

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos D-vlog: Multimodal vlog dataset for depression detec- tion

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Minicpm-v 4.5: Cooking efficient mllms via architecture, data, and training recipe

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Mentalglm series: Explainable large lan- guage models for mental health analysis on chinese social media

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Auradial: A large-scale human-centric di- alogue dataset for chinese ai psychological counseling

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos M3ed: Multi-modal multi-scene multi-label emotional dialogue database

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Mlvu: Benchmarking multi-task long video understanding

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Each dimension is assessed using a binary score, where 1 indicates that the eligibility requirement is satisfied and 0 indicates that it is not satisfied

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos (b)Psychological Process Evidence

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MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos (c)Narrative Completeness

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Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:57.574761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42f8df9d-fdc0-47a5-92b7-e2f0271b81a8 · outbound

This paper cites (d)Video Duration.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos (d)Video Duration

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:57.739995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0dcf217-6e2b-4c10-b9c2-01de28ba417a · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:57.945171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d562fdd3-9bc9-4cb9-8d59-b5fa71907eaa · outbound

This paper cites (e)Ethical Appropriateness.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos (e)Ethical Appropriateness

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.058368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1df54f4b-3ab6-4f90-976c-e8c788fa2a3b · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.181277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55cdedfd-c53d-48fa-82b5-d742272f9886 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.332230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c83ca1d-121b-4e76-8821-f1da6193ead4 · outbound

This paper cites Each evaluation dimension constitutes an independent mandatory eligibility requirement, and satisfactory performance on one dimension cannot compensate for failure on another.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Each evaluation dimension constitutes an independent mandatory eligibility requirement, and satisfactory performance on one dimension cannot compensate for failure on another

Reference 62

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.495080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92540ff3-9438-475d-b41c-625b9ea9383a · outbound

This paper cites A score of 0 on any dimension results in the immediate exclusion of the candidate video.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos A score of 0 on any dimension results in the immediate exclusion of the candidate video

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.651285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc397bcf-5b07-40ec-b0ab-edd987df685e · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.765353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd30bdc8-810e-400c-a067-2af083b09713 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:58.894449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14f0aa3c-43ae-4089-93d4-dfb3a54bb4da · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.061991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c7836f-67aa-4d25-9035-41794fbcff27 · outbound

This paper cites It is retained only if, after revision, it satisfies the same retention criterion: a score of 2 on Dimensions (a) and (b), and a score of 3 on Dimensions (c), (d), and (e).

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos It is retained only if, after revision, it satisfies the same retention criterion: a score of 2 on Dimensions (a) and (b), and a score of 3 on Dimensions (c), (d), and (e)

Reference 67

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.233126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dea2303f-b115-4f8c-9d1c-d2a42bc79e87 · outbound

This paper cites Are the question and its answer options consistent with the narrative perspective and character roles required by the item?.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Are the question and its answer options consistent with the narrative perspective and character roles required by the item?

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.393391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cd63e63-9caf-4007-b566-379f00864220 · outbound

This paper cites For a first-person item, the question is not posed from the questioner’s perspective, or the answer options do not represent responses from the intended respondent’s perspective.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos For a first-person item, the question is not posed from the questioner’s perspective, or the answer options do not represent responses from the intended respondent’s perspective

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.528591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01eb58b0-7ee0-4156-8185-b5adb8bbdc34 · outbound

This paper cites For a first-person item, the question is posed from the questioner’s perspective, and the answer options are expressed from the intended respondent’s perspective.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos For a first-person item, the question is posed from the questioner’s perspective, and the answer options are expressed from the intended respondent’s perspective

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.640150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17a18c7c-67eb-410d-851a-5d358b4ecae3 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.775906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 876f7505-2b35-4de0-bd17-70d47f9e98c2 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-31T23:31:59.923352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7426d8e4-d4aa-4374-a5c1-614960257775 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.101755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b0ffdcb-ec51-42b1-ac6d-74a0f225d2c3 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.208967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6efc17de-f00f-41ff-baa9-a9d59cef81b5 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.312172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 305905dc-abe3-498b-b04c-2e8d650e85e7 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.426027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 581bb377-fd31-4f91-a026-a817802b6848 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.568571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f0fa835-5ac7-4325-8db6-db1a71560d91 · outbound

This paper cites (e)Video Necessity.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos (e)Video Necessity

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.683123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd606bb6-d769-4477-a8dc-5b97a6f32a77 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.841625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efc6c952-0224-44a2-8517-4ac946aa7ae8 · outbound

This paper cites For example, the question may reveal relevant information, or one option may be excessively absolute or otherwise easily identifiable.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos For example, the question may reveal relevant information, or one option may be excessively absolute or otherwise easily identifiable

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:00.982679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a91c649f-d569-4fa2-a042-e1a9fa8c5af7 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.089304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 379be421-758b-4ecb-a208-e822680d0d5c · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.221474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e3922fc-3ec4-4ea1-9bec-2e4369772b35 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.343114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef1191e-dc46-4bff-b0f8-bd8719fdbc3d · outbound

This paper cites No external knowledge is introduced during the evaluation.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos No external knowledge is introduced during the evaluation

Reference 84

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.474638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 162fcdf0-a931-4716-ae11-930073f2bf68 · outbound

This paper cites Each dimension is scored from 0 to 5, where a higher score indicates better reasoning quality.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Each dimension is scored from 0 to 5, where a higher score indicates better reasoning quality

Reference 85

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.595373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c5449c1-39ba-4b7b-8301-175cf44db569 · outbound

This paper cites Can include one or multiple individuals.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Can include one or multiple individuals

Reference 86

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.759959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85f0c0b9-e2b3-4fa0-9acb-6444a367ef2b · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:01.918717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65351f86-595e-424f-840d-d1a82936dd87 · outbound

This paper cites Focus on interaction patterns, emotional attitudes, conflict, control, neglect, or support.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Focus on interaction patterns, emotional attitudes, conflict, control, neglect, or support

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.035569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b1c826d-44cc-41a8-ae62-4d246158fb6a · outbound

This paper cites summary":.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos summary":

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.091080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c63486-7bd8-4bcb-a78b-2becd975e2a6 · outbound

This paper cites You must explicitly select one of the following roles {profile} and ask questions from that role’s perspective.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos You must explicitly select one of the following roles {profile} and ask questions from that role’s perspective

Reference 90

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.193487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d248aa9-ba9b-4f7d-a72b-6654441bcda1 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.322571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3d81da3-99a4-489f-85c8-f31a53fa4b37 · outbound

This paper cites Questions should be helpful to people with mental health issues, aiding their recovery, or effectively revealing their psychological issues, inner thoughts, emotional struggles.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Questions should be helpful to people with mental health issues, aiding their recovery, or effectively revealing their psychological issues, inner thoughts, emotional struggles

Reference 92

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.501190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6abb8c7c-1cd2-4f94-9b1a-003dee12fa01 · outbound

This paper cites Analyze the root causes of their psychological distress.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Analyze the root causes of their psychological distress

Reference 93

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.648915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9a1a18b-cde6-48ab-891c-6b9763b63099 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 94

Resolution: parse uncertain; no resolver link, observed 2026-07-31T23:32:02.785616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 895cce28-d838-41e3-a9a9-a0f879011b60 · outbound

This paper cites Avoid using absolute words such as ”always”, ”never” or ”completely”.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Avoid using absolute words such as ”always”, ”never” or ”completely”

Reference 95

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:02.942598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b44b15da-fd5c-4d66-85f6-63d2d55161d4 · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:03.044008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 081a2c79-dbaa-4375-90bc-6de78f8f4b1e · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:03.107350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c9939e-eccc-46e5-8200-a745089a7af1 · outbound

This paper cites role_play_scenario.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos role_play_scenario

Reference 98

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:03.161991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c6e342d-c671-481a-9c8d-274de326b1e8 · outbound

This paper cites If it does not, clearly state the reason (Within fifty words).

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos If it does not, clearly state the reason (Within fifty words)

Reference 99

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:03.207728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53dc807-99e9-448d-a096-1bb2c8188a9f · outbound

This paper cites an unresolved cited work.

MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-07-31T23:32:03.265225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers