DynSTEER: Dynamic Stage-wise Trajectory Evaluation and Execution-time Review for Agents

arXiv:2609.14637 · cs.AI · Submitted 2026-09-13 · Read on arXiv

cs.AI

Submitted: 2026-09-13

Updated: 2026-09-26

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 20× in this paper · explained in 2 episodes
• Verification — 8× in this paper · explained in 2 episodes
• Trace — 6× in this paper · explained in 2 episodes
• Core — 5× in this paper · explained in 2 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Aggregation — 3× in this paper · explained in 1 episode
• Distillation — 2× in this paper · explained in 2 episodes
• Error Localization — 2× in this paper · explained in 2 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• In International Conference on Learning Representations — 2× in this paper
• AI Agents — 1× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic Evaluation — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• DeepSeek-V3 Technical Report
• ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities
• TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use
• Hypnopaedia-Aware Machine Unlearning via Psychometrics of Artificial Mental Imagery
• Qwen2.5 Technical Report
• Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents
• AgentRewardBench: Evaluating Automatic Evaluations of Web Agent Trajectories

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