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Paper Citation Record · LEDGER

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement

As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2601.13481.

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

pith.paper-citation-record.v1
2601.13481 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

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measured 52 of 52 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Source: cited_works

Reference resolution

52 of 52 outbound references displayed

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Outbound references

Observation 8cc538dc-1492-43dc-8c3a-ee7399e46673 · outbound

This paper cites Computational Analysis of Stress, Depression and Engagement in Mental Health: A Survey.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Computational Analysis of Stress, Depression and Engagement in Mental Health: A Survey

Reference 1

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Observation 33d66613-bbc9-467e-87f0-e5c61350b5dc · outbound

This paper cites A survey of large language models in mental health disorder detec- tion on social media,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A survey of large language models in mental health disorder detec- tion on social media,

Reference 2

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Observation 1ed30619-a2d6-4a0c-8394-70808b996254 · outbound

This paper cites PhysReason: A comprehensive benchmark towards physics-based reasoning,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement PhysReason: A comprehensive benchmark towards physics-based reasoning,

Reference 3

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Observation c52233ce-0ad6-46e3-8196-58b0c41b0371 · outbound

This paper cites A survey on multilingual mental disorders detection from social media data,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A survey on multilingual mental disorders detection from social media data,

Reference 4

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Observation 28de882e-d889-4cbf-a76d-556eeee4bc20 · outbound

This paper cites Emotion fusion for mental illness detection from social media: A survey,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Emotion fusion for mental illness detection from social media: A survey,

Reference 5

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Observation a02316e2-87f8-4052-a7a0-47902f95651f · outbound

This paper cites ErrEval: Error-Aware Evaluation for Question Generation through Explicit Diagnostics.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement ErrEval: Error-Aware Evaluation for Question Generation through Explicit Diagnostics

Reference 6

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Observation 73d2e898-ae6b-4bf5-9a29-b2c594961ac3 · outbound

This paper cites MUR: Momentum Uncertainty guided Reasoning for Large Language Models.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement MUR: Momentum Uncertainty guided Reasoning for Large Language Models

Reference 7

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Observation f12c3799-386d-4ae0-889d-0faf1bb2a707 · outbound

This paper cites A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Reference 8

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Observation dfd0f182-15ce-4f72-9c3d-8f4e624c93aa · outbound

This paper cites Are large language models really good logical reasoners? a comprehensive evaluation and beyond,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Are large language models really good logical reasoners? a comprehensive evaluation and beyond,

Reference 9

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Observation 6f506f92-e74b-4cbc-a466-1cc0f8657e55 · outbound

This paper cites Has multimodal learning delivered universal intelligence in healthcare? a comprehensive survey,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Has multimodal learning delivered universal intelligence in healthcare? a comprehensive survey,

Reference 10

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Observation f5ec0301-9942-4345-b57e-c5f46c67ccff · outbound

This paper cites A Survey of Automatic Prompt Engineering: An Optimization Perspective.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A Survey of Automatic Prompt Engineering: An Optimization Perspective

Reference 11

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Observation a4dcdeb3-16a3-4900-9cbd-2100aea52cad · outbound

This paper cites A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

Reference 12

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Observation f0dbf066-f50b-41aa-8a6b-cb98dcc5720f · outbound

This paper cites A systematic sur- vey of automatic prompt optimization techniques,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A systematic sur- vey of automatic prompt optimization techniques,

Reference 13

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Observation 44ac342f-3907-4345-818d-5e929550c85a · outbound

This paper cites Efficient Prompting Methods for Large Language Models: A Survey.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Efficient Prompting Methods for Large Language Models: A Survey

Reference 14

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Observation 1ea44066-6aa5-4191-b2b0-a6ab11baf499 · outbound

This paper cites Emotions in the Loop: A Survey of Affective Computing for Emotional Support.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Emotions in the Loop: A Survey of Affective Computing for Emotional Support

Reference 15

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Observation 448597d1-72d2-41d3-a240-321afa2605ea · outbound

This paper cites Large language models are human-level prompt engineers,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Large language models are human-level prompt engineers,

Reference 16

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Observation e158617d-8242-404f-97ff-79abed90cd64 · outbound

This paper cites Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling

Reference 17

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Observation 3397794e-2497-4ce4-b34b-04f0d98940fd · outbound

This paper cites PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

Reference 18

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Observation bff1b5ea-998c-4a7b-826c-96a9cd1565ed · outbound

This paper cites Large language models as optimizers,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Large language models as optimizers,

Reference 19

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Observation dbc03b97-0f4c-4cf5-9dc3-9c511e6876a0 · outbound

This paper cites Prompt Engineering a Prompt Engineer.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Prompt Engineering a Prompt Engineer

Reference 20

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Observation 8c947b01-71f8-46b8-a612-a7ee84d35f9a · outbound

This paper cites Mars: A multi-agent framework incorporating socratic guidance for automated prompt optimization,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Mars: A multi-agent framework incorporating socratic guidance for automated prompt optimization,

Reference 21

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Observation f54a3cab-b0d9-4340-8e42-2c2853f1b66b · outbound

This paper cites A detailed sentiment analysis survey based on machine learning techniques,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A detailed sentiment analysis survey based on machine learning techniques,

Reference 22

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Observation 548e925b-5d10-4a5f-96be-9b648634403e · outbound

This paper cites A comprehensive survey on senti- ment analysis techniques,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A comprehensive survey on senti- ment analysis techniques,

Reference 23

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Observation 8072398d-6a57-4bde-b7b5-24774e3402ac · outbound

This paper cites Jcbie: a joint continual learning neural network for biomedical information extraction,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Jcbie: a joint continual learning neural network for biomedical information extraction,

Reference 24

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Observation 532cfd5c-7758-42c3-abfb-8d244287c06f · outbound

This paper cites Enhancing facial emotion recognition through deep learning: Integrating CNN and RNN- LSTM models,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Enhancing facial emotion recognition through deep learning: Integrating CNN and RNN- LSTM models,

Reference 25

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Observation d65e8920-9321-4631-853f-1a9209ec4fe8 · outbound

This paper cites A CNN-LSTM based deep neural networks for facial emotion detection in videos,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A CNN-LSTM based deep neural networks for facial emotion detection in videos,

Reference 26

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Observation 8694257b-5b25-4855-8b72-c48d65445e94 · outbound

This paper cites Speech emotion recognition using LSTM and RNN,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Speech emotion recognition using LSTM and RNN,

Reference 27

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Observation 0a6b472c-3093-466d-9f5e-a1deec7bc30a · outbound

This paper cites Gem: Empowering mllm for grounded ecg understanding with time series and images,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Gem: Empowering mllm for grounded ecg understanding with time series and images,

Reference 28

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Observation 843706b5-664d-4b29-8e23-4bf473c63e05 · outbound

This paper cites Trans- former models for text-based emotion detection: a review of BERT- based approaches,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Trans- former models for text-based emotion detection: a review of BERT- based approaches,

Reference 29

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Observation af386137-a398-4b9c-851f-84e4d69fc60d · outbound

This paper cites Bert-based meta-learning approach with looking back for sentiment analysis of literary book reviews,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Bert-based meta-learning approach with looking back for sentiment analysis of literary book reviews,

Reference 30

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Observation 7e507d83-aa6d-4a68-9474-82870d367da7 · outbound

This paper cites Language and mental health: Measures of emotion dynamics from text as linguistic biosocial markers,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Language and mental health: Measures of emotion dynamics from text as linguistic biosocial markers,

Reference 31

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Observation a90d41e6-dc5d-40bb-8853-e2c4fe78d9ad · outbound

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Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Au- toPrompt: Eliciting knowledge from language models with auto- matically generated prompts,

Reference 32

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Observation f1395387-73ce-4a99-929e-508f582e2160 · outbound

This paper cites Prefix-Tuning: Optimizing continuous prompts for generation,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Prefix-Tuning: Optimizing continuous prompts for generation,

Reference 33

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Observation d3fcc591-ad5c-4b22-9c18-8e47bb9201ab · outbound

This paper cites Gkg-llm: A unified framework for generalized knowl- edge graph construction,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Gkg-llm: A unified framework for generalized knowl- edge graph construction,

Reference 34

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Observation d83d2059-63c7-4322-bb14-126cbbbde068 · outbound

This paper cites Maxs: Meta-adaptive exploration with llm agents,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Maxs: Meta-adaptive exploration with llm agents,

Reference 35

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Observation ad4ffb4e-1721-488e-bc61-9538b7515466 · outbound

This paper cites Meta prompting for ai systems,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Meta prompting for ai systems,

Reference 36

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source=pdf_text observed=2026-08-03T09:35:20.849344Z digest=sha256:b3fb9d519d3d5057fa322fc4cc0fb08eaf732eab7f5548fbb05c5a065e823811

Observation 243265bc-1e49-4700-b9f3-f3906ec2af06 · outbound

This paper cites RLPrompt: Optimizing discrete text prompts with reinforcement learning,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement RLPrompt: Optimizing discrete text prompts with reinforcement learning,

Reference 37

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source=pdf_text observed=2026-08-03T09:35:20.987372Z digest=sha256:484e3d29c5813bd53e5fe711f0880f2d17611bf1126180557479cce02f9c2899

Observation 7196f6bd-0569-4b99-a325-afb48dc54cb9 · outbound

This paper cites Maps: A multi-agent framework based on big seven personality and socratic guidance for multimodal scientific problem solving,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Maps: A multi-agent framework based on big seven personality and socratic guidance for multimodal scientific problem solving,

Reference 38

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source=pdf_text observed=2026-08-03T09:35:21.250153Z digest=sha256:5a425464be33c1213830a44b18b477ecb25ab75aeaa0740327cf898de0fc37fb

Observation 024c3e23-de73-4086-b590-7f01f8fdb6e5 · outbound

This paper cites DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset

Reference 39

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source=pdf_text observed=2026-08-03T09:35:21.491194Z digest=sha256:87ac010ac9b0e3cc763d8d8e94aade9a9991823b8d178f067d2faafeb02d1ac8

Observation 6cbff078-5c6e-4cda-90cd-33e3b3764c15 · outbound

This paper cites Emotion detection on tv show transcripts with sequence-based convolutional neural networks.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Emotion detection on tv show transcripts with sequence-based convolutional neural networks

Reference 40

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source=pdf_text observed=2026-08-03T09:35:21.742085Z digest=sha256:5eabe2fd8a6899000fb3fe5fcbd62702e4d61931f8ef4e192a10da7b5b8c8ab9

Observation 4047bf85-dc88-40dd-977a-11440fd7e6e6 · outbound

This paper cites Automatically select emotion for response via personality-affected emotion transition,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Automatically select emotion for response via personality-affected emotion transition,

Reference 41

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source=pdf_text observed=2026-08-03T09:35:21.810441Z digest=sha256:49b1acc70107c9a0aaf9d9d53b86feb631302547379f32d3f7a59a8159116659

Observation d238b221-c46e-4ad2-8d16-3e7dc06f4ae6 · outbound

This paper cites Rec- ognizing emotion cause in conversations,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Rec- ognizing emotion cause in conversations,

Reference 42

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source=pdf_text observed=2026-08-03T09:35:21.886600Z digest=sha256:899d9c9b42f6260e11a7483399c7656c65b0fe7a90373c2df5a023f0e61a7683

Observation 5a9f08a4-430c-4ab2-98c8-2ad90b3da035 · outbound

This paper cites Socialnlp emotionx 2019 challenge overview: Predicting emotions in spoken dialogues and chats,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Socialnlp emotionx 2019 challenge overview: Predicting emotions in spoken dialogues and chats,

Reference 43

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source=pdf_text observed=2026-08-03T09:35:22.032485Z digest=sha256:589e4d4389502ffa6965aeab2ad3e6cdcb353b364f9860714e6aa5bcc156ebe7

Observation 7d364c36-ce12-4b25-b717-bc67ce3277df · outbound

This paper cites Depressionemo: A novel dataset for multilabel classifica- tion of depression emotions,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Depressionemo: A novel dataset for multilabel classifica- tion of depression emotions,

Reference 44

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source=pdf_text observed=2026-08-03T09:35:22.316329Z digest=sha256:77676e5819a880034c5c0f3c232283f9445f150c1bb7b116b4b22a5c61f3c0a2

Observation 982f837b-6a81-47e3-818a-c3cb0d40f042 · outbound

This paper cites (2025) Introducing gpt-5.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement (2025) Introducing gpt-5

Reference 45

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source=pdf_text observed=2026-08-03T09:35:22.546627Z digest=sha256:6941079eddb4e8f874857ff0d6430502a0ea6397c14bc54dcc4cb6be1db0f2bf

Observation ed0dddf7-d9ed-4a15-8fbd-1597c780b50d · outbound

This paper cites DeepSeek-V3 Technical Report.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement DeepSeek-V3 Technical Report

Reference 46

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source=pdf_text observed=2026-08-03T09:35:22.678063Z digest=sha256:6eb681135026f1333b25d365938ad5282a59ac55b3e08c0acc056da9d1cfd09f

Observation c70a5305-7c07-44e9-ab78-a7428211e7a7 · outbound

This paper cites Qwen3 Technical Report.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Qwen3 Technical Report

Reference 47

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source=pdf_text observed=2026-08-03T09:35:22.781647Z digest=sha256:f1d7d8888beecb35a865e6ce435dd513622a7435d5d943fd43e0302830f881b7

Observation 291045de-5631-4d69-a75c-2557991a4a63 · outbound

This paper cites Automatic prompt optimization with.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Automatic prompt optimization with

Reference 48

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source=pdf_text observed=2026-08-03T09:35:22.920594Z digest=sha256:73531b0f13c4d14b317d57f7c434a4f663cc9a9d14d087700cc2a42581fd02e5

Observation 7b9b84de-9592-41fa-9c9b-e42ade5a1b3d · outbound

This paper cites Harnessing the power of llms in practice: A survey on chatgpt and beyond,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Harnessing the power of llms in practice: A survey on chatgpt and beyond,

Reference 49

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source=pdf_text observed=2026-08-03T09:35:23.088689Z digest=sha256:8a31c7f225a81e422947d2addc222471c60c34ee6e10f384f91edee376c1051d

Observation 5d444ebe-6354-412b-8894-b25e65817f52 · outbound

This paper cites A survey of sentiment analy- sis: Approaches, datasets, and future research,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A survey of sentiment analy- sis: Approaches, datasets, and future research,

Reference 50

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source=pdf_text observed=2026-08-03T09:35:23.214665Z digest=sha256:0f2ddfaf95166c41107a0a7a931944e2b3e140aa5d86991fe8bf4ab4e03c3c1f

Observation 37b44714-e9f3-4add-8324-4e3636d7093f · outbound

This paper cites Prompt compression for large language models: A survey,.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement Prompt compression for large language models: A survey,

Reference 51

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source=pdf_text observed=2026-08-03T09:35:23.376486Z digest=sha256:b7f194235f14523c3dfd45ddadfec2700111eaa3206dc324191d0ed9d5ae9251

Observation 42ab9609-38af-4471-9a18-854a08e521c4 · outbound

This paper cites SocialNLP EmotionX 2019 Challenge Overview: Predicting Emotions in Spoken Dialogues and Chats.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement SocialNLP EmotionX 2019 Challenge Overview: Predicting Emotions in Spoken Dialogues and Chats

Reference 2019

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source=pdf_text observed=2026-08-03T09:35:22.196178Z digest=sha256:af1d99ebd3f9952653f2ab26d8cd79e1b85f3110c37ab1f659df01756234a88b

Pith citing papers

No inbound Pith citation observations are available.