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

Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness ICCV 2025
ChartPoint: Guiding MLLMs with Grounding Reflection for Chart Reasoning ICCV 2025
Federated Continual Instruction Tuning ICCV 2025
OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM ICCV 2025
Engage for All: Making Ordinary Image Descriptions Appealing Again! ICCV 2025
MetaMorph: Multimodal Understanding and Generation via Instruction Tuning ICCV 2025
What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025
AuraDial: A Large-Scale Human-Centric Dialogue Dataset for Chinese AI Psychological Counseling EMNLP 2025
Towards Open Foundation Language Model and Corpus for Macedonian: A Low-Resource Language ACL 2025
Adapting Large Language Models for Movie Domain with Narrative Understanding Tasks ACL 2025
sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025
MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models ACL 2025
Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates ACL 2025
ToolReflection: Improving Large Language Models for Real-World API Calls with Self-Generated Data ACL 2025
Instruction-tuned QwenChart for Chart Question Answering ACL 2025
Team QUST at SemEval-2025 Task 10: Evaluating Large Language Models in Multiclass Multi-label Classification of News Entity Framing ACL 2025
NYCU-NLP at SemEval-2025 Task 11: Assembling Small Language Models for Multilabel Emotion Detection and Intensity Prediction ACL 2025
WordWiz at SemEval-2025 Task 10: Optimizing Narrative Extraction in Multilingual News via Fine-Tuned Language Models ACL 2025
TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation ACL 2025
MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutors ACL 2025
Instruction Tuning on Public Government and Cultural Data for Low-Resource Language: a Case Study in Kazakh ACL 2025
Development of Pre-Trained Transformer-based Models for the Nepali Language COLING 2025
Bitune: Leveraging Bidirectional Attention to Improve Decoder-Only LLMs EMNLP 2025
AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling ACL 2025
Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025