Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Lai, Wenna, Xie, Haoran, Xu, Guandong, Li, Qing |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
STAR: Stepwise Task Augmentation with Relation Learning for Aspect Sentiment Quad Prediction
by: Lai, Wenna, et al.
Published: (2025)
by: Lai, Wenna, et al.
Published: (2025)
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
by: Lai, Wenna, et al.
Published: (2024)
by: Lai, Wenna, et al.
Published: (2024)
Listwise Preference Optimization with Element-wise Confusions for Aspect Sentiment Quad Prediction
by: Lai, Wenna, et al.
Published: (2025)
by: Lai, Wenna, et al.
Published: (2025)
Fine-grained Verification via Diagnostic Reasoning Supervision for Aspect Sentiment Triplet Extraction
by: Lai, Wenna, et al.
Published: (2026)
by: Lai, Wenna, et al.
Published: (2026)
When LLMs Team Up: The Emergence of Collaborative Affective Computing
by: Lai, Wenna, et al.
Published: (2025)
by: Lai, Wenna, et al.
Published: (2025)
Emotion-Enhanced Multi-Task Learning with LLMs for Aspect Category Sentiment Analysis
by: Chai, Yaping, et al.
Published: (2025)
by: Chai, Yaping, et al.
Published: (2025)
LogSigma at SemEval-2026 Task 3: Uncertainty-Weighted Multitask Learning for Dimensional Aspect-Based Sentiment Analysis
by: Hikal, Baraa, et al.
Published: (2026)
by: Hikal, Baraa, et al.
Published: (2026)
Leveraging Implicit Sentiments: Enhancing Reliability and Validity in Psychological Trait Evaluation of LLMs
by: Ma, Huanhuan, et al.
Published: (2025)
by: Ma, Huanhuan, et al.
Published: (2025)
FCKT: Fine-Grained Cross-Task Knowledge Transfer with Semantic Contrastive Learning for Targeted Sentiment Analysis
by: Chen, Wei, et al.
Published: (2025)
by: Chen, Wei, et al.
Published: (2025)
A Pluggable Multi-Task Learning Framework for Sentiment-Aware Financial Relation Extraction
by: Luo, Jinming, et al.
Published: (2025)
by: Luo, Jinming, et al.
Published: (2025)
QuadAI at SemEval-2026 Task 3: Ensemble Learning of Hybrid RoBERTa and LLMs for Dimensional Aspect-Based Sentiment Analysis
by: de Vink, A. J. W., et al.
Published: (2026)
by: de Vink, A. J. W., et al.
Published: (2026)
AHaSIS: Shared Task on Sentiment Analysis for Arabic Dialects
by: Alharbi, Maram, et al.
Published: (2025)
by: Alharbi, Maram, et al.
Published: (2025)
Task-Routed Mixture-of-Experts with Cognitive Appraisal for Implicit Sentiment Analysis
by: Chai, Yaping, et al.
Published: (2026)
by: Chai, Yaping, et al.
Published: (2026)
Identifying Task Groupings for Multi-Task Learning Using Pointwise V-Usable Information
by: Li, Yingya, et al.
Published: (2024)
by: Li, Yingya, et al.
Published: (2024)
Implicit Values Embedded in How Humans and LLMs Complete Subjective Everyday Tasks
by: Arunasalam, Arjun, et al.
Published: (2025)
by: Arunasalam, Arjun, et al.
Published: (2025)
Aligning Paralinguistic Understanding and Generation in Speech LLMs via Multi-Task Reinforcement Learning
by: Chen, Jingxiang, et al.
Published: (2026)
by: Chen, Jingxiang, et al.
Published: (2026)
Task Complexity Matters: An Empirical Study of Reasoning in LLMs for Sentiment Analysis
by: Huang, Donghao, et al.
Published: (2026)
by: Huang, Donghao, et al.
Published: (2026)
Unleashing Embodied Task Planning Ability in LLMs via Reinforcement Learning
by: Fei, Zhaoye, et al.
Published: (2025)
by: Fei, Zhaoye, et al.
Published: (2025)
Reasoning Factual Knowledge in Structured Data with Large Language Models
by: Huang, Sirui, et al.
Published: (2024)
by: Huang, Sirui, et al.
Published: (2024)
Implicit Sentiment Analysis Based on Chain of Thought Prompting
by: Duan, Zhihua, et al.
Published: (2024)
by: Duan, Zhihua, et al.
Published: (2024)
BERT-ASC: Auxiliary-Sentence Construction for Implicit Aspect Learning in Sentiment Analysis
by: Ahmed, Murtadha, et al.
Published: (2022)
by: Ahmed, Murtadha, et al.
Published: (2022)
Learning Multi-Indicator Weights for Data Selection: A Joint Task-Model Adaptation Framework with Efficient Proxies
by: Song, Jingze, et al.
Published: (2026)
by: Song, Jingze, et al.
Published: (2026)
RNG: Reducing Multi-level Noise and Multi-grained Semantic Gap for Joint Multimodal Aspect-Sentiment Analysis
by: Liu, Yaxin, et al.
Published: (2024)
by: Liu, Yaxin, et al.
Published: (2024)
PEML: Parameter-efficient Multi-Task Learning with Optimized Continuous Prompts
by: Chowdhury, Anjir Ahmed, et al.
Published: (2026)
by: Chowdhury, Anjir Ahmed, et al.
Published: (2026)
Multi-level Conflict-Aware Network for Multi-modal Sentiment Analysis
by: Gao, Yubo, et al.
Published: (2025)
by: Gao, Yubo, et al.
Published: (2025)
Combining Supervised Learning and Reinforcement Learning for Multi-Label Classification Tasks with Partial Labels
by: Jia, Zixia, et al.
Published: (2024)
by: Jia, Zixia, et al.
Published: (2024)
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text
by: Li, Chenjun, et al.
Published: (2026)
by: Li, Chenjun, et al.
Published: (2026)
Extensible Multi-Granularity Fusion Network and Transferable Curriculum Learning for Aspect-based Sentiment Analysis
by: Li, Xinran, et al.
Published: (2024)
by: Li, Xinran, et al.
Published: (2024)
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks
by: Li, Xunkai, et al.
Published: (2024)
by: Li, Xunkai, et al.
Published: (2024)
Automatic Prompt Engineering with No Task Cues and No Tuning
by: Chowdhury, Faisal, et al.
Published: (2026)
by: Chowdhury, Faisal, et al.
Published: (2026)
PsychiatryBench: A Multi-Task Benchmark for LLMs in Psychiatry
by: Fouda, Aya E., et al.
Published: (2025)
by: Fouda, Aya E., et al.
Published: (2025)
Reason2Decide: Rationale-Driven Multi-Task Learning
by: Hasan, H M Quamran, et al.
Published: (2025)
by: Hasan, H M Quamran, et al.
Published: (2025)
InfiAgent-DABench: Evaluating Agents on Data Analysis Tasks
by: Hu, Xueyu, et al.
Published: (2024)
by: Hu, Xueyu, et al.
Published: (2024)
Difficult Task Yes but Simple Task No: Unveiling the Laziness in Multimodal LLMs
by: Zhao, Sihang, et al.
Published: (2024)
by: Zhao, Sihang, et al.
Published: (2024)
Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks
by: Xu, Tianze, et al.
Published: (2026)
by: Xu, Tianze, et al.
Published: (2026)
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
by: Wen, Xumeng, et al.
Published: (2025)
by: Wen, Xumeng, et al.
Published: (2025)
Towards Automatic Evaluation of Task-Oriented Dialogue Flows
by: Mirtaheri, Mehrnoosh, et al.
Published: (2024)
by: Mirtaheri, Mehrnoosh, et al.
Published: (2024)
APLe: Token-Wise Adaptive for Multi-Modal Prompt Learning
by: Cao, Guiming, et al.
Published: (2024)
by: Cao, Guiming, et al.
Published: (2024)
Enhancing Science Classroom Discourse Analysis through Joint Multi-Task Learning for Reasoning-Component Classification
by: Noh, Jiho, et al.
Published: (2026)
by: Noh, Jiho, et al.
Published: (2026)
Are Long-LLMs A Necessity For Long-Context Tasks?
by: Qian, Hongjin, et al.
Published: (2024)
by: Qian, Hongjin, et al.
Published: (2024)
Similar Items
-
STAR: Stepwise Task Augmentation with Relation Learning for Aspect Sentiment Quad Prediction
by: Lai, Wenna, et al.
Published: (2025) -
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
by: Lai, Wenna, et al.
Published: (2024) -
Listwise Preference Optimization with Element-wise Confusions for Aspect Sentiment Quad Prediction
by: Lai, Wenna, et al.
Published: (2025) -
Fine-grained Verification via Diagnostic Reasoning Supervision for Aspect Sentiment Triplet Extraction
by: Lai, Wenna, et al.
Published: (2026) -
When LLMs Team Up: The Emergence of Collaborative Affective Computing
by: Lai, Wenna, et al.
Published: (2025)