conftrace_

task complexity

9 papers

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Co-occurring keywords · papers mentioning both

large language model (4) task difficulty (2) reinforcement learning (2) policy information capacity (1) information-theoretic metric (1) reasoning length (1) verbalized reasoning (1) optimal reasoning (1) automated curriculum (1) generalization difficulty (1)

Papers

DR-Arena: an Automated Evaluation Framework for Deep Research Agents ACL 2026 Cognitive Biases, Task Complexity, and Result Interpretability in Large Language Models COLING 2025 Critical Thinking: Which Kinds of Complexity Govern Optimal Reasoning Length? IJCNLP 2025 The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025 IT2ACL Learning Easy-to-Hard Instructions via 2-Phase Automated Curriculum Learning for Large Language Models COLING 2024 How does the task complexity of masked pretraining objectives affect downstream performance? ACL 2023 Model-agnostic Measure of Generalization Difficulty ICML 2023 Policy Information Capacity: Information-Theoretic Measure for Task Complexity in Deep Reinforcement Learning ICML 2021 Near Optimal Behavior via Approximate State Abstraction ICML 2016