conftrace_

instruction synthesis

7 papers

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Co-occurring keywords · papers mentioning both

large language model (4) instruction tuning (4) data synthesis (3) synthetic data generation (2) attributed grounding (1) synthetic instruction (1) intent modeling (1) skeleton generation (1) conversation consistency (1) long-context reasoning (1)

Papers

CGMIS: Concept-Graph Based Multi-Hop Instructions Synthesis for Enhancing Long-Context Reasoning AAAI 2026 ConsistentChat: Building Skeleton-Guided Consistent Multi-Turn Dialogues for Large Language Models from Scratch EMNLP 2025 DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL EMNLP 2025 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025 Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis AAAI 2025 Self-Foveate: Enhancing Diversity and Difficulty of Synthesized Instructions from Unsupervised Text via Multi-Level Foveation ACL 2025 Optimizing Instruction Synthesis: Effective Exploration of Evolutionary Space with Tree Search EMNLP 2024