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Fine-Tuning

704 directly classified papers

Papers per year

Papers

Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement ACL 2025
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data CVPR 2025
Gradient Weight-normalized Low-rank Projection for Efficient LLM Training AAAI 2025
From English to Second Language Mastery: Enhancing LLMs with Cross-Lingual Continued Instruction Tuning ACL 2025
Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation ACL 2025
JI2S: Joint Influence‐Aware Instruction Data Selection for Efficient Fine‐Tuning EMNLP 2025
Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following ACL 2025
Exploring the Impact of Instruction-Tuning on LLM’s Susceptibility to Misinformation ACL 2025
UniBuc-SB at ArchEHR-QA 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis ACL 2025
Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning AAAI 2025
ELABORATION: A Comprehensive Benchmark on Human-LLM Competitive Programming ACL 2025
Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025
Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models ACL 2025
ATLANTIS: Weak-to-Strong Learning via Importance Sampling ACL 2025
L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025
Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025
TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge ACL 2025
Cultural Learning-Based Culture Adaptation of Language Models ACL 2025
Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training ACL 2025
Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs ACL 2025
AdaEdit: Advancing Continuous Knowledge Editing For Large Language Models ACL 2025
Learning to Generate Structured Output with Schema Reinforcement Learning ACL 2025
WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models ACL 2025
Instructing Large Language Models for Low-Resource Languages: A Systematic Study for Basque EMNLP 2025