conftrace_

supervised fine-tuning

381 papers

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Also known as

SFT

Co-occurring keywords

large language model (13587) reinforcement learning (4352) direct preference optimization (332) reinforcement learning from human feedback (278) preference optimization (302) language model (4599) instruction tuning (838) chain-of-thought reasoning (551) knowledge distillation (3725) machine translation (2499)

Papers

Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ACL 2026

Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning ACL 2026

Demystifying Data Organization for Enhanced LLM Training ACL 2026

VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision ACL 2026

How Much Would a Clinician Edit This Draft? Evaluating LLM Alignment for Patient Message Response Drafting ACL 2026

Parameter Importance is Not Static: Evolving Parameter Isolation for Supervised Fine-Tuning ACL 2026

ChemReason-Bench: Benchmarking Large Language Models for Procedural Reasoning in Experimental Chemistry ACL 2026

Tailored Primitive Initialization is the Secret Key to Reinforcement Learning ACL 2026

Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ACL 2026

ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants ACL 2026

Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation ACL 2026

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards ACL 2026

When the Model Said ‘No Comment’, We Knew Helpfulness Was Dead, Honesty Was Alive, and Safety Was Terrified EACL 2026

Incentivizing Strong Reasoning from Weak Supervision EACL 2026

Complexity-aware fine-tuning EACL 2026

Comprehensive Study of Bilingual and Multi-category Instruction Pre-training EACL 2026

Towards Simulating Social Media Users with LLMs: Evaluating the Operational Validity of Conditioned Comment Prediction EACL 2026

FinRpt: Dataset, Evaluation System and LLM-based Multi-agent Framework for Equity Research Report Generation AAAI 2026

DiMA: Distinguishing Resident and Tourist Preferences via Multi-Modal LLM Alignment for Out-of-Town Cross-Domain Recommendation AAAI 2026

ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models Using Pareto High-Quality Data AAAI 2026

Mitigating Hallucinations in Large Language Models via Causal Reasoning AAAI 2026

PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMs AAAI 2026

Efficient Switchable Safety Control in LLMs via Magic-Token-Guided Co-Training AAAI 2026

A Human-Centric Pipeline for Aligning Large Language Models with Chinese Medical Ethics AAAI 2026

ReActR: Reasoning through Error-Activated Reflection for LLM Post-Training ACL 2026