Instruction Tuning

Chain-of-Instructions: Compositional Instruction Tuning on Large Language Models AAAI 2025 EAA: Emotion-Aware Audio Large Language Models with Dual Cross-Attention and Context-Aware Instruction Tuning Interspeech 2025 Enhancing NLU in Large Language Models Using Adversarial Noisy Instruction Tuning AAAI 2025 I-SEE: An Instruction-tuned, SOP-Enhanced Quality Evaluator for Product Content EMNLP 2025 Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing ICLR 2025 WordWiz at SemEval-2025 Task 10: Optimizing Narrative Extraction in Multilingual News via Fine-Tuned Language Models SemEval 2025 Achieving Stronger Generation via Simple Contrastive Tuning EMNLP 2024 An Instruction Tuning-Based Contrastive Learning Framework for Aspect Sentiment Quad Prediction with Implicit Aspects and Opinions EMNLP 2024 Are Bert Family Good Instruction Followers? A Study on Their Potential And Limitations ICLR 2024 DoG-Instruct: Towards Premium Instruction-Tuning Data via Text-Grounded Instruction Wrapping NAACL 2024 Evaluating the Zero-shot Robustness of Instruction-tuned Language Models ICLR 2024 Improving Argument Effectiveness Across Ideologies using Instruction-tuned Large Language Models EMNLP 2024 Instruction Matters: A Simple yet Effective Task Selection for Optimized Instruction Tuning of Specific Tasks EMNLP 2024 LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation ICLR 2024 MAmmoTH2: Scaling Instructions from the Web NeurIPS 2024 OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset NeurIPS 2024 RECOST: External Knowledge Guided Data-efficient Instruction Tuning ACL 2024 RegionGPT: Towards Region Understanding Vision Language Model CVPR 2024 Spivavtor: An Instruction Tuned Ukrainian Text Editing Model COLING 2024 Text2Chart31: Instruction Tuning for Chart Generation with Automatic Feedback EMNLP 2024 Which questions should I answer? Salience Prediction of Inquisitive Questions EMNLP 2024 WizardCoder: Empowering Code Large Language Models with Evol-Instruct ICLR 2024 PIVOINE: Instruction Tuning for Open-world Entity Profiling EMNLP 2023 Finetuned Language Models are Zero-Shot Learners ICLR 2022 InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning EMNLP 2022