Paper Citation Record · LEDGER

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark

As of 9 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 3 inbound Pith citation observations for arXiv:2502.04976.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.04976 v1

Coverage vector

measured 81 of 81 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:49:51.683856Z

measured 84 of 84 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:28:56.798473Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-15T17:18:53.193305Z

Reference resolution

81 of 81 outbound references displayed

verified exact5
verified fuzzy10
unresolved62
parse uncertain4
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb87eba8-4fc5-4cc3-a2a9-697bfd994a21 · outbound

This paper cites Qwen Technical Report.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Qwen Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.402163Z

Source-reported events for the cited work

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Observation 31147a08-07ff-4534-9c32-ccbbf8074a64 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.406713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 056093af-70b6-445d-bb1a-871fb52b9cc5 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Gonzalez, Ion Stoica, and Eric P

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.410253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66ebfe9e-e93b-4e7d-9fb7-86552c74a084 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.413339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29821088-ca91-40cf-a029-9405535b50de · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation 5ed0215c-ad68-4e10-b656-50786cd0b997 · outbound

This paper cites DreamLLM: Synergistic Multimodal Comprehension and Creation.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark DreamLLM: Synergistic Multimodal Comprehension and Creation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.420407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d775e18f-52dd-4ee1-ae6b-23aa0f2522ac · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.420055Z

Source-reported events for the cited work

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Observation 0a18e02f-bb40-4054-a0cf-d9235503413d · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.410994Z

Source-reported events for the cited work

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Observation bed9aafa-425c-4deb-a3d3-5c9862d2d37c · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.391618Z

Source-reported events for the cited work

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Observation f6d23236-04d6-4b56-a5d5-57ccb2b86412 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.382153Z

Source-reported events for the cited work

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Observation da6d4218-8a5a-4b4e-bf2f-c80d7351c8f3 · outbound

This paper cites EmpathyEar: An Open-source Avatar Multimodal Empathetic Chatbot.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark EmpathyEar: An Open-source Avatar Multimodal Empathetic Chatbot

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:49:51.934715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 503c6581-b745-444c-ac62-337a5dc32756 · outbound

This paper cites In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024): Tutorial Summaries.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024): Tutorial Summaries

Reference 12

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Source-reported events for the cited work

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Observation 26abf529-89f8-465c-82c9-a342d2febada · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 13

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Source-reported events for the cited work

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This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 14

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Source-reported events for the cited work

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Observation e3d29065-5f7a-4c8f-8de0-e02348cc64a3 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark LoRA: Low-Rank Adaptation of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.456352Z

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Observation 4189bc9b-c508-4943-b6ba-5366ab3247f7 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18f12589-cb3a-4c75-ad01-c5cd9541715d · outbound

This paper cites DiaASQ : A Benchmark of Conversational Aspect-based Sentiment Quadruple Analysis.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark DiaASQ : A Benchmark of Conversational Aspect-based Sentiment Quadruple Analysis

Reference 17

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Observation 639262ca-b2a4-499c-90d3-901024897bd1 · outbound

This paper cites Auto-Encoding Variational Bayes.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Auto-Encoding Variational Bayes

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.459647Z

Source-reported events for the cited work

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Observation 00378d85-45e0-4e90-a7a5-2c533c9f3cee · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 19

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Source-reported events for the cited work

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Observation 6357f5ef-71d5-49d2-b059-d866fe875d4c · outbound

This paper cites A Diversity-Promoting Objective Function for Neural Conversation Models.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark A Diversity-Promoting Objective Function for Neural Conversation Models

Reference 20

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Observation 0f81845f-abf1-49a0-bc00-421084672c58 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 21

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Observation dc6c9300-5af4-4b18-aca5-a9ab9bb1ea3d · outbound

This paper cites A Survey on Benchmarks of Multimodal Large Language Models.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark A Survey on Benchmarks of Multimodal Large Language Models

Reference 22

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Observation c16bd71b-5db5-4cce-acc5-dd42d2412db8 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 23

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Source-reported events for the cited work

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Observation 7cc22715-9a48-4d91-9b05-62f5586f76c5 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 24

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Observation d7a011df-0e4a-4441-ad5c-8c795905297a · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 25

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Observation 774632b9-a894-4948-8628-4ed7e5677e85 · outbound

This paper cites MoEL: Mixture of Empathetic Listeners.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark MoEL: Mixture of Empathetic Listeners

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:49:51.861607Z

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Observation 8c2ad0f5-e375-4a3a-b729-bea345d8a0a8 · outbound

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 27

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Observation 1e125c31-4ad3-4b76-9d4d-69cb9c4b4d23 · outbound

This paper cites The Voice Conversion Challenge 2018: Promoting Development of Parallel and Nonparallel Methods.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark The Voice Conversion Challenge 2018: Promoting Development of Parallel and Nonparallel Methods

Reference 28

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Observation 519ba272-27db-40c5-ae17-409449357493 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 29

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Observation 3377d4c9-0abc-42e4-8b07-7bbe50a1a9ac · outbound

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis

Reference 30

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This paper cites MIME: MIMicking Emotions for Empathetic Response Generation.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark MIME: MIMicking Emotions for Empathetic Response Generation

Reference 31

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models

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This paper cites Harnessing the Power of Large Language Models for Empathetic Response Generation: Empirical Investigations and Improvements.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Harnessing the Power of Large Language Models for Empathetic Response Generation: Empirical Investigations and Improvements

Reference 33

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This paper cites an unresolved cited work.

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset

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Observation 1343a509-e0af-4f92-aea5-ceffad9ab69f · outbound

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Towards Semantic Equivalence of Tokenization in Multimodal LLM

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Reference 46

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Observation 6fa01968-e790-43c7-840f-f341027f7931 · outbound

This paper cites an unresolved cited work.

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Reference 49

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Observation 8ea6d1d5-c5a6-4848-bca1-e89bf56e8cd2 · outbound

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Enhancing Empathetic Response Generation by Augmenting LLMs with Small-scale Empathetic Models

Reference 50

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Observation 139bc4c6-ce29-4d47-ac3c-e0c0ccb5b7eb · outbound

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Faithful Logical Reasoning via Symbolic Chain-of-Thought

Reference 51

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Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark A Survey of Large Language Models

Reference 52

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Observation 7bece7b9-8aef-43ac-b64e-ace0af46964f · outbound

This paper cites Exploiting Emotion-Semantic Correlations for Empathetic Response Generation.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Exploiting Emotion-Semantic Correlations for Empathetic Response Generation

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:49:51.769322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2533db02-107c-4585-a428-c44e8307f18e · outbound

This paper cites CASE: Aligning Coarse-to-Fine Cognition and Affection for Empathetic Response Generation.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark CASE: Aligning Coarse-to-Fine Cognition and Affection for Empathetic Response Generation

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:49:51.728632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 972c834a-7b94-4739-87de-b0325cc573ab · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.171186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 96151797-fc49-416e-9120-772d8c712263 · outbound

This paper cites ECQED: Emotion-Cause Quadruple Extraction in Dialogs.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark ECQED: Emotion-Cause Quadruple Extraction in Dialogs

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.596829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41e073f6-2b6d-4735-9a4a-4e2ab616a733 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.604550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7931415-92b0-4347-b766-87de8e798a2f · outbound

This paper cites dia_id":.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark dia_id":

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.162028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b1153dac-d97b-4c20-b916-4eba867c6306 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.152215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 38d1a22a-a33d-44db-ba4c-2661f8c4c309 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.143087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b5e822e1-d806-478b-8b4b-35fbae1cd6b4 · outbound

This paper cites It’s like they have no empathy or think about what if it was them.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark It’s like they have no empathy or think about what if it was them

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.133737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a4fdbe06-2545-46be-ba4a-060b3e34e4e4 · outbound

This paper cites Achievements and Self-Realization.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Achievements and Self-Realization

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.124516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 40a52432-062e-4a44-a55c-1e18d064b5e9 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.115094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 17733aba-a035-4fb3-bf77-9ad0bfc0205f · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.105871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2be31d4b-7a47-4c47-a6bc-762fee5f8602 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.096776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 074d344d-e9e9-4799-8589-d15636c8c968 · outbound

This paper cites Avg. Score.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Avg. Score

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.087871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 649fcae0-1cb1-4ad0-ae2c-4dfa1520ef2e · outbound

This paper cites As shown, the model’s performance peaks when the number of tokens reaches 16.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark As shown, the model’s performance peaks when the number of tokens reaches 16

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.078641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b7132b85-21e9-4e4d-bc31-2fe924d2828f · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.069295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1daad0ad-245f-4243-a96b-e0ffdb572373 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 71

Resolution: parse uncertain; raw_fallback, observed 2026-08-08T20:49:52.060370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b7a6db1-39ae-4259-b7e8-59f202305a64 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.050814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b7d9000f-65a5-4168-9fe4-edcb5fa5a0c0 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.041555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f8f960a5-79f9-4072-b7d1-17889a6b1ee1 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 74

Resolution: parse uncertain; raw_fallback, observed 2026-08-08T20:49:52.031828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 76328e9c-ba14-44f1-b375-d964621910fd · outbound

This paper cites 4.Goal to Response: Validate the speaker’s sense of relief and preparedness, acknowledging the stressful situation they avoided.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark 4.Goal to Response: Validate the speaker’s sense of relief and preparedness, acknowledging the stressful situation they avoided

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.022313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2dc9975c-9905-41f8-84f1-950c27fe3330 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:52.011982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6b757b37-4780-49a9-8028-102a74959d60 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 77

Resolution: parse uncertain; raw_fallback, observed 2026-08-08T20:49:52.001767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2540466f-e338-4f96-8906-664f4489e4e6 · outbound

This paper cites 4.Goal to Response: To provide empathy and acknowledge the speaker’s excitement and enjoyment of the trip.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark 4.Goal to Response: To provide empathy and acknowledge the speaker’s excitement and enjoyment of the trip

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:51.992188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a130b068-e74f-44ae-9ffe-0ac0e290fbd6 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:49:51.982285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e92b5957-dfe8-4510-b368-284088896f31 · outbound

This paper cites an unresolved cited work.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Unresolved cited work

Reference 80

Resolution: parse uncertain; raw_fallback, observed 2026-08-08T20:49:51.972365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 83ef674b-50de-4c29-aee8-73302ef10a5e · outbound

This paper cites 4.Goal to Response: Offer empathy and validation for the speaker’s feelings, acknowledging the challenge of parenting and the importance of communication.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark 4.Goal to Response: Offer empathy and validation for the speaker’s feelings, acknowledging the challenge of parenting and the importance of communication

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:51.962545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b6542455-5c43-442a-88bb-038ad27c90d1 · outbound

This paper cites PandaGPT: One Model To Instruction-Follow Them All.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark PandaGPT: One Model To Instruction-Follow Them All

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T20:49:51.543944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84b2134c-7597-4a83-a21e-9fefb77419fd · outbound

This paper cites Proceedings of the Advances in neural information processing systems.

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark Proceedings of the Advances in neural information processing systems

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:49:52.401199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation a5c5a808-e9d9-47ff-b2fc-35e12ed5f1a6 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark

Reference 128

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.196060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d9dd7114-7e1d-4658-bdd7-c897424e51b0 · inbound

A Multi-Agent Framework with Structured Reasoning and Reflective Refinement for Multimodal Empathetic Response Generation cites this paper.

A Multi-Agent Framework with Structured Reasoning and Reflective Refinement for Multimodal Empathetic Response Generation Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:31:04.092789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e42e6a58-8452-43d4-b7fd-a389285c8dce · inbound

EmpaAva: An Open-source Agentic 3D-Avatar Empathetic Live Chatbot cites this paper.

EmpaAva: An Open-source Agentic 3D-Avatar Empathetic Live Chatbot Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:28:56.798473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.