conftrace_

problem decomposition

11 papers

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Co-occurring keywords · papers mentioning both

large language model (6) knowledge distillation (2) model compression (2) step-by-step reasoning (1) subgoal optimization (1) policy model training (1) multi-step reasoning (1) scientific reasoning (1) scientific research (1) knowledge utilization (1)

Papers

Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving AAAI 2026 MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications EMNLP 2025 Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives ICML 2025 Divide-or-Conquer? Which Part Should You Distill Your LLM? EMNLP 2024 Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization EMNLP 2024 Re-Tuning: Overcoming the Compositionality Limits of Large Language Models with Recursive Tuning ACL 2024 SciCode: A Research Coding Benchmark Curated by Scientists NeurIPS 2024 SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving ACL 2024 Distilling Reasoning Capabilities into Smaller Language Models ACL 2023 Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex Reasoning EMNLP 2023 A Composite Likelihood View for Multi-Label Classification AISTATS 2012