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

A Recipe For Building a Compliant Real Estate Chatbot COLING 2025
COIG-CQIA: Quality is All You Need for Chinese Instruction Fine-tuning NAACL 2025
From English to Second Language Mastery: Enhancing LLMs with Cross-Lingual Continued Instruction Tuning ACL 2025
ChatBug: A Common Vulnerability of Aligned LLMs Induced by Chat Templates AAAI 2025
A Simple-Yet-Efficient Instruction Augmentation Method for Zero-Shot Sentiment Classification COLING 2025
Don’t Half-listen: Capturing Key-part Information in Continual Instruction Tuning ACL 2025
Zero-Shot Keyphrase Generation: Investigating Specialized Instructions and Multi-sample Aggregation on Large Language Models NAACL 2025
LLMs for Extremely Low-Resource Finno-Ugric Languages NAACL 2025
A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment ACL 2025
TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data NAACL 2025
GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation NAACL 2025
Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric ACL 2025
CyberPal.AI: Empowering LLMs with Expert-Driven Cybersecurity Instructions AAAI 2025
Towards Cross-Lingual Explanation of Artwork in Large-scale Vision Language Models NAACL 2025
Global Eye: Breaking the “Fixed Thinking Pattern” during the Instruction Expansion Process ACL 2025
Chain-of-Instructions: Compositional Instruction Tuning on Large Language Models AAAI 2025
Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering ACL 2025
Testing the Boundaries of LLMs: Dialectal and Language-Variety Tasks COLING 2025
Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models AAAI 2025
VERSE: Verification-based Self-Play for Code Instructions AAAI 2025
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering AAAI 2025
CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment COLING 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
Atlas-Chat: Adapting Large Language Models for Low-Resource Moroccan Arabic Dialect COLING 2025