2025
ACL
ACL 2025
OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition
Abstract
AbstractThis paper presents our system, developed as our contribution to SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection task, in particular track A, Multi-label Emotion Detection subtask. Our approach relies on two distinct components: semantic search for top N most similar inputs from training set and an interface to pretrained LLM being prompted using the found examples. We examine several prompting strategies and their impact on overall performance of the proposed solution.
🌉
Interdisciplinary Bridge
— Artificial Intelligence and Deep Learning and Interdisciplinary and Natural Language Processing
🐝
Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio
Authors
Topics
Artificial Intelligence > Core AI > Foundation Models
Natural Language Processing > Understanding > Sentiment Analysis
Natural Language Processing > Applications > Text Classification
Interdisciplinary > Linguistics > Computational Linguistics
Interdisciplinary > Social > Affective Computing
Natural Language Processing > Applications > Sentiment Analysis
Deep Learning > Models > Large Language Models
Deep Learning > Learning Types > Few-Shot Learning