instruction fine-tuning

Is In-Context Learning Sufficient for Instruction Following in LLMs? ICLR 2025 JNLP at SemEval-2025 Task 1: Multimodal Idiomaticity Representation with Large Language Models SemEval 2025 K/DA: Automated Data Generation Pipeline for Detoxifying Implicitly Offensive Language in Korean ACL 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 LlamaLens: Specialized Multilingual LLM for Analyzing News and Social Media Content NAACL 2025 LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025 M2Lingual: Enhancing Multilingual, Multi-Turn Instruction Alignment in Large Language Models NAACL 2025 Making Large Vision Language Models to Be Good Few-Shot Learners AAAI 2025 MANTA: A Scalable Pipeline for Transmuting Massive Web Corpora into Instruction Datasets EMNLP 2025 MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025 MRS at SemEval-2025 Task 11: A Hybrid Approach for Bridging the Gap in Text-Based Emotion Detection SemEval 2025 NCL-NLP at SemEval-2025 Task 11: Using Prompting engineering framework and Low Rank Adaptation of Large Language Models for Multi-label Emotion Detection SemEval 2025 NILE: Internal Consistency Alignment in Large Language Models EMNLP 2025 PFDial: A Structured Dialogue Instruction Fine-tuning Method Based on UML Flowcharts ACL 2025 Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training EMNLP 2025 Reflective Agreement: Combining Self-Mixture of Agents with a Sequence Tagger for Robust Event Extraction EMNLP 2025 SEA-LION: Southeast Asian Languages in One Network IJCNLP 2025 SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning ACL 2025 Speed Up Your Code: Progressive Code Acceleration Through Bidirectional Tree Editing ACL 2025 sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025 Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning AAAI 2025 VEGAS: Towards Visually Explainable and Grounded Artificial Social Intelligence AAAI 2025 Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding CVPR 2025 VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge CVPR 2025 WenyanGPT: A Large Language Model for Classical Chinese Tasks IJCAI 2025