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conftrace_

supervised fine-tuning

484 papers

SFT

Papers

SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding ICLR 2025 Self-Improvement in Language Models: The Sharpening Mechanism ICLR 2025 Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models ICLR 2025 Semantic Loss Guided Data Efficient Supervised Fine Tuning for Safe Responses in LLMs ICLR 2025 Sentimatic: Sentiment-guided Automatic Generation of Preference Datasets for Customer Support Dialogue System NAACL 2025 SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training ICML 2025 SH at WMT25 General Machine Translation Task EMNLP 2025 SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis EMNLP 2025 Simulate and Eliminate: Revoke Backdoors for Generative Large Language Models AAAI 2025 SLM-SQL: An Exploration of Small Language Models for Text-to-SQL IJCNLP 2025 Small Language Models in the Real World: Insights from Industrial Text Classification ACL 2025 SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025 SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code Generation IJCAI 2025 StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs ACL 2025 StoryLLaVA: Enhancing Visual Storytelling with Multi-Modal Large Language Models COLING 2025 Structure-aware Domain Knowledge Injection for Large Language Models ACL 2025 Structure Trumps Size: Rethinking Data Quality for LLM Reasoning EMNLP 2025 Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking ICLR 2025 Supervised Optimism Correction: Be Confident When LLMs Are Sure ACL 2025 Synthesising a Corpus of Gaelic Traditional Narrative with Cross-Lingual Text Expansion COLING 2025 SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task COLING 2025 SYSTRAN @ WMT 2025 General Translation Task EMNLP 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025 The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models ACL 2025 Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025