Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T19:27:25.060586Z
Paper Citation Record · LEDGER
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction
As of 21 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2608.06013.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
69 of 69 outbound references displayed
- verified exact0
- verified fuzzy49
- unresolved19
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a6bfaada-8ae4-4bc1-8017-27f1b44cf61d · outbound
This paper cites Emotional artificial intelligence in education: A systematic review and meta- analysis,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotional artificial intelligence in education: A systematic review and meta- analysis,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.452767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 61b78a06-78aa-42bb-800a-293a02505e14 · outbound
This paper cites Artificial emotional intelligence: Conven- tional and deep learning approach,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Artificial emotional intelligence: Conven- tional and deep learning approach,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.441970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9635cf96-4c49-4aae-b5b9-2391310d59e3 · outbound
This paper cites Voice in human–agent interaction,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Voice in human–agent interaction,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.430816Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c6202fa3-925d-47ca-9b17-c9b02c428972 · outbound
This paper cites Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.418929Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4c06e640-9216-43a1-9880-ead2da93cc2e · outbound
This paper cites Affectgpt: A new dataset, model, and benchmark for emotion understanding with multimodal large language models,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Affectgpt: A new dataset, model, and benchmark for emotion understanding with multimodal large language models,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.408460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f0aad125-4fac-4869-b045-f0864e419505 · outbound
This paper cites Towards multimodal empathetic response generation: A rich text-speech-vision avatar-based benchmark,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Towards multimodal empathetic response generation: A rich text-speech-vision avatar-based benchmark,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.397751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f22b8e92-b1e8-4aab-a04f-b1039d0204cc · outbound
This paper cites E3rg: Building explicit emotion-driven empathetic response gen- eration system with multimodal large language model,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction E3rg: Building explicit emotion-driven empathetic response gen- eration system with multimodal large language model,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.387598Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4d8f0d0f-a866-4f92-a47d-23e8b1c86ddd · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ff1312e-e8be-449b-bbd2-69c5c61573f4 · outbound
This paper cites R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:24.823469Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55f1d98b-d04a-456c-9a8e-a1ddcdc6b087 · outbound
This paper cites Emo-r3: Reflective reinforcement learning for emotional reasoning in multimodal large language models,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emo-r3: Reflective reinforcement learning for emotional reasoning in multimodal large language models,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.377326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6d92a104-aaac-41df-bcde-44eeb2a1921c · outbound
This paper cites Facial- r1: Aligning reasoning and recognition for facial emotion analysis,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Facial- r1: Aligning reasoning and recognition for facial emotion analysis,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.366963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c8c314f2-fed1-40c4-8c4e-1eeeeeb60901 · outbound
This paper cites Nano-emox: Unifying multimodal emotional intelligence from per- ception to empathy,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Nano-emox: Unifying multimodal emotional intelligence from per- ception to empathy,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.356857Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c28a5845-d1cc-4b2c-91d0-62fe087c9d83 · outbound
This paper cites Affectgpt-r1: Leveraging reinforcement learning for open-vocabulary multimodal emotion recognition,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Affectgpt-r1: Leveraging reinforcement learning for open-vocabulary multimodal emotion recognition,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:24.840309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc4cc373-4389-4f63-8648-ebd04e00a543 · outbound
This paper cites Reinforce trustworthiness in multimodal emotional support system,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Reinforce trustworthiness in multimodal emotional support system,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.345750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5c766eaa-198f-4c08-b673-c7edcba4eec9 · outbound
This paper cites Affective interaction and affective computing - past, present and future,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Affective interaction and affective computing - past, present and future,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.334528Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 650876d0-72fb-48c6-b659-847167f5d897 · outbound
This paper cites Videmo: Affective-tree reasoning for emotion-centric video foundation models,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Videmo: Affective-tree reasoning for emotion-centric video foundation models,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.321773Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9a524563-ce82-4fe7-8e51-e85f3e8a3ca5 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 17
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f30f774-95af-4147-b937-ac0b6ceffbcd · outbound
This paper cites Emotion-Qwen: A Unified Framework for Emotion and Vision Understanding.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotion-Qwen: A Unified Framework for Emotion and Vision Understanding
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:24.860186Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40f34a35-0f09-42cf-87c2-002b6151b5ff · outbound
This paper cites Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:24.864589Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0002cad8-5ac1-41f2-80af-652b7ad246b2 · outbound
This paper cites Merbench: A unified evaluation benchmark for multimodal emotion recognition,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Merbench: A unified evaluation benchmark for multimodal emotion recognition,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.309416Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d94f712f-4a34-4a13-b2f3-3a7186abc41d · outbound
This paper cites Evolutionary multimodal reasoning via hierarchical semantic representation for intent recognition,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Evolutionary multimodal reasoning via hierarchical semantic representation for intent recognition,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.297552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 40fee8ef-9625-44db-adcd-9976b4b8ae8f · outbound
This paper cites Ecommir: To- wards intelligent multimodal intent recognition in e-commerce dialogue systems,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ecommir: To- wards intelligent multimodal intent recognition in e-commerce dialogue systems,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.285848Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9c8a0aa0-2a86-4f19-a4ad-bf3839a1c1ed · outbound
This paper cites Emotion-coherent reasoning for multimodal llms via emotional rationale verifier,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotion-coherent reasoning for multimodal llms via emotional rationale verifier,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.274698Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3270088e-172d-4f7b-95dc-87473dfc8f31 · outbound
This paper cites Empathy level alignment via reinforcement learning for empathetic response generation,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Empathy level alignment via reinforcement learning for empathetic response generation,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.262325Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 45f28e3b-4ba2-4c17-a6ae-9b531f904aec · outbound
This paper cites Ecr-chain: Advancing generative language models to better emotion-cause reasoners through reasoning chains,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ecr-chain: Advancing generative language models to better emotion-cause reasoners through reasoning chains,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.250960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1f103c31-4885-4185-a61b-f21d837e35d3 · outbound
This paper cites Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning
Reference 26
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa9c4233-be00-47c8-a061-2802adc591a2 · outbound
This paper cites Dfew: A large-scale database for recognizing dynamic facial expressions in the wild,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Dfew: A large-scale database for recognizing dynamic facial expressions in the wild,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.239853Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8e1cc816-4d74-4bb0-9773-b73d153d9d73 · outbound
This paper cites Mer 2025: When affective computing meets large language models,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mer 2025: When affective computing meets large language models,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.229043Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3352ba96-cb57-4e7f-9ad2-543360484f7d · outbound
This paper cites Mintrec: A new dataset for multimodal intent recognition,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mintrec: A new dataset for multimodal intent recognition,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.217514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2e0bcda3-d2b2-4704-a852-71a14c6a32ed · outbound
This paper cites Mintrec2.0: A large-scale benchmark dataset for multimodal intent recognition and out-of-scope detection in conversations,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mintrec2.0: A large-scale benchmark dataset for multimodal intent recognition and out-of-scope detection in conversations,
Reference 30
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 528bd816-2a74-4b44-98a1-0c84d3c34f89 · outbound
This paper cites Towards multimodal sarcasm detection (an obviously perfect paper),.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Towards multimodal sarcasm detection (an obviously perfect paper),
Reference 31
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 123f0c90-b5eb-47d9-8c3f-9a269b4363a3 · outbound
This paper cites UR-FUNNY: A multimodal lan- guage dataset for understanding humor,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction UR-FUNNY: A multimodal lan- guage dataset for understanding humor,
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.181593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ec664026-5266-41a8-8062-32d6b1da6984 · outbound
This paper cites Beyond empathy: Integrating diagnostic and therapeutic reasoning with large language models for mental health counseling,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Beyond empathy: Integrating diagnostic and therapeutic reasoning with large language models for mental health counseling,
Reference 33
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cae0e59-5b30-4014-8408-3b2b64254a2d · outbound
This paper cites Seed2.0: Towards intelligence frontier for real- world complex tasks,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Seed2.0: Towards intelligence frontier for real- world complex tasks,
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.168889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f63227b0-a66f-4390-a6e0-d083d58252cb · outbound
This paper cites An argument for basic emotions,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction An argument for basic emotions,
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.157343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ec4170fe-0523-4141-92ed-53c1ac333ab1 · outbound
This paper cites A two-stage model for the appreciation of jokes and cartoons: An information-processing analysis,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction A two-stage model for the appreciation of jokes and cartoons: An information-processing analysis,
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.145371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cda8d6bb-b7f3-46eb-8403-d6330a3547e7 · outbound
This paper cites an unresolved cited work.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T19:27:26.133445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 767a44cc-fae9-4b18-a728-d6a866fe4f65 · outbound
This paper cites On the pretense theory of irony,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction On the pretense theory of irony,
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.122575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a2354324-5b21-4f28-9615-e70ac846a200 · outbound
This paper cites an unresolved cited work.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work
Reference 39
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4132aed-2d6a-4be3-a48b-3d3d80217b2a · outbound
This paper cites Washington, DC: American Psychiatric Association Publishing, 2013.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Washington, DC: American Psychiatric Association Publishing, 2013
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.104843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 216c8297-50b0-481a-8104-1d6b0c106cd8 · outbound
This paper cites Geneva, Switzerland: World Health Organization, 2022.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Geneva, Switzerland: World Health Organization, 2022
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.093079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9ec15474-3cfa-447b-8287-00cf09520086 · outbound
This paper cites an unresolved cited work.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T19:27:26.080334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d15e1214-f37d-43b3-aa21-a3a26b61aab0 · outbound
This paper cites an unresolved cited work.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T19:27:26.069109Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 278ad646-ada4-4c5a-9253-e55e595b01cf · outbound
This paper cites On-policy rl meets off-policy experts: Harmonizing supervised fine-tuning and reinforcement learning via dynamic weighting,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction On-policy rl meets off-policy experts: Harmonizing supervised fine-tuning and reinforcement learning via dynamic weighting,
Reference 44
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7941c7f-e446-440c-b62e-71de8ea94d4e · outbound
This paper cites Sentence-BERT: Sentence embeddings using Siamese BERT-networks,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Sentence-BERT: Sentence embeddings using Siamese BERT-networks,
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.057210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 16e86cf0-e68c-453f-8986-353057da093f · outbound
This paper cites Mosi: Multimodal corpus of sentiment intensity and subjectivity analysis in online opinion videos,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mosi: Multimodal corpus of sentiment intensity and subjectivity analysis in online opinion videos,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.044999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation db1cf503-d98c-42c8-9108-95891ec46602 · outbound
This paper cites Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph,
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.032531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f1173df1-c60b-4941-841b-222d641e7c61 · outbound
This paper cites Ch- sims: A chinese multimodal sentiment analysis dataset with fine-grained annotation of modality,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ch- sims: A chinese multimodal sentiment analysis dataset with fine-grained annotation of modality,
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.019772Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c17fedce-9ad2-44b0-ac95-4470bc6ef50a · outbound
This paper cites Make acoustic and visual cues matter: Ch-sims v2. 0 dataset and av-mixup consistent module,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Make acoustic and visual cues matter: Ch-sims v2. 0 dataset and av-mixup consistent module,
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:26.007936Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e45d6aab-bb7b-4355-ad49-2b06331c0d60 · outbound
This paper cites Mer 2023: Multi-label learning, modality robustness, and semi-supervised learning,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mer 2023: Multi-label learning, modality robustness, and semi-supervised learning,
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.995866Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 74c14624-f3d8-4a84-b851-cdc43ab96b3f · outbound
This paper cites Mer 2024: Semi-supervised learning, noise robustness, and open-vocabulary multimodal emotion recognition,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mer 2024: Semi-supervised learning, noise robustness, and open-vocabulary multimodal emotion recognition,
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.985112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f15c394e-59f0-4c0d-a6c2-37b155c33c25 · outbound
This paper cites MELD: A multimodal multi-party dataset for emotion recognition in conversations,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction MELD: A multimodal multi-party dataset for emotion recognition in conversations,
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.974419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1ec2e407-17f8-477e-bb10-879f001d7112 · outbound
This paper cites Iemocap: Interactive emotional dyadic motion capture database,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Iemocap: Interactive emotional dyadic motion capture database,
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:24.991931Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abdee1c9-c765-49fd-a7fd-276d0bbb1b00 · outbound
This paper cites Ov-mer: Towards open-vocabulary multimodal emotion recognition,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ov-mer: Towards open-vocabulary multimodal emotion recognition,
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.956275Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 79744e17-a279-4894-bc30-f0ffd47c2dd8 · outbound
This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction MiniCPM-V: A GPT-4V Level MLLM on Your Phone
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:24.999419Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2c19d51-d9f2-4e61-93d9-bdb62d984f36 · outbound
This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:25.004027Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aaae876e-7b4c-4edc-9a07-5da4178fdb41 · outbound
This paper cites Qwen3.5: Towards native multimodal agents,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Qwen3.5: Towards native multimodal agents,
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.944696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 02d6f19e-37d8-44f5-87ab-a9af276acf03 · outbound
This paper cites Qwen2.5-VL Technical Report.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Qwen2.5-VL Technical Report
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:25.012368Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 019528c1-7e94-4698-86ea-5ad52f87cd1c · outbound
This paper cites Qwen3-VL Technical Report.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Qwen3-VL Technical Report
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:25.016728Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f93d8bf6-d09e-438f-9968-603c8bb60f13 · outbound
This paper cites Cosmos 3: Omnimodal World Models for Physical AI.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Cosmos 3: Omnimodal World Models for Physical AI
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:27:25.020729Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5c0d69b-e4cc-4cc1-9551-6c2aa95cb644 · outbound
This paper cites Gpt-5 system card,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Gpt-5 system card,
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.932517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8eeb08d1-ad47-43b9-a7f4-8a0ddce3ad15 · outbound
This paper cites Gemini 3.1 pro: A smarter model for your most complex tasks,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Gemini 3.1 pro: A smarter model for your most complex tasks,
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.919719Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8793c89c-59e8-4c73-8e43-5a45d5893af1 · outbound
This paper cites Mimo-v2.5-pro: Model card,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mimo-v2.5-pro: Model card,
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.908078Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5880ca37-f999-4dc4-87a3-8133d208a614 · outbound
This paper cites Cem: Commonsense-aware empathetic response generation,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Cem: Commonsense-aware empathetic response generation,
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.895547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bcbb15a2-a32e-47ed-ad30-32e0dd93811a · outbound
This paper cites ESC-eval: Evaluating emotion support conversations in large language models,.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction ESC-eval: Evaluating emotion support conversations in large language models,
Reference 65
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T19:27:25.882879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d277087e-641b-4fdd-8e6e-53328486c43e · outbound
This paper cites Penalize fabricated observations, invented events, or contradictions.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Penalize fabricated observations, invented events, or contradictions
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.869991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ec001f20-c85a-40f1-866b-862af932c459 · outbound
This paper cites The answer must naturally follow from the reasoning (convergence for single-label; logical support for open-label).
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction The answer must naturally follow from the reasoning (convergence for single-label; logical support for open-label)
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.857198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b6738bf5-5ef8-49cc-85e1-209ab2d0bfc4 · outbound
This paper cites Focus on capturing the user’s situation, emotional state, core conflict, needs, and drivers.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Focus on capturing the user’s situation, emotional state, core conflict, needs, and drivers
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.843501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0f5a8007-fa9c-4adc-b05c-98d407fd2623 · outbound
This paper cites I’m sorry to hear that.
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction I’m sorry to hear that
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T19:27:25.830832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Pith citing papers
No inbound Pith citation observations are available.