conftrace_

instruction tuning

838 papers

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IT

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large language model (13587) language model (4599) multimodal learning (4645) zero-shot learning (3650) transfer learning (5449) vision-language model (2348) low-resource language (2273) few-shot learning (3398) in-context learning (1405) multimodal large language model (966)

Papers

Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models ACL 2025
MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space ACL 2025
Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025
Towards LLM-powered Attentive Listener: A Pragmatic Approach through Quantity Self-Repair ACL 2025
Modeling the One-to-Many Property in Open-Domain Dialogue with LLMs ACL 2025
DialogueMMT: Dialogue Scenes Understanding Enhanced Multi-modal Multi-task Tuning for Emotion Recognition in Conversations COLING 2025
Probing and Boosting Large Language Models Capabilities via Attention Heads EMNLP 2025
Learning Transition Patterns by Large Language Models for Sequential Recommendation COLING 2025
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025
Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data IJCNLP 2025
Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models EMNLP 2025
Improving Medical Large Vision-Language Models with Abnormal-Aware Feedback ACL 2025
ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses IJCNLP 2025
Upcycling Instruction Tuning from Dense to Mixture-of-Experts via Parameter Merging ACL 2025
From Templates to Natural Language: Generalization Challenges in Instruction-Tuned LLMs for Spatial Reasoning IJCNLP 2025
A Simple-Yet-Efficient Instruction Augmentation Method for Zero-Shot Sentiment Classification COLING 2025
Simplified Rewriting Improves Expert Summarization IJCNLP 2025
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale ACL 2025
Atlas-Chat: Adapting Large Language Models for Low-Resource Moroccan Arabic Dialect COLING 2025
Qwen2.5-xCoder: Multi-Agent Collaboration for Multilingual Code Instruction Tuning ACL 2025
PersianMCQ-Instruct: A Comprehensive Resource for Generating Multiple-Choice Questions in Persian COLING 2025
M2RC-EVAL: Massively Multilingual Repository-level Code Completion Evaluation ACL 2025
CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment COLING 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation ACL 2025
Fine-Tuning on Noisy Instructions: Effects on Generalization and Performance IJCNLP 2025