DeepRewind: Predicting and Repairing Premature Commitments in Deep Research Agents

arXiv:2609.36344 · cs.CL · Submitted 2026-09-28 · Read on arXiv

cs.CL

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/langchain-ai/open_

Terminology

World Model — 29× in this paper · explained in 7 episodes
Benchmark — 17× in this paper · explained in 2 episodes
Ablation — 8× in this paper · explained in 1 episode
Provenance — 5× in this paper · explained in 4 episodes
Robustness — 5× in this paper · explained in 5 episodes
Accuracy — 4× in this paper · explained in 1 episode
Consistency — 4× in this paper · explained in 3 episodes
Reinforcement Learning — 3× in this paper · explained in 4 episodes
Trace — 3× in this paper · explained in 2 episodes
Calibration — 2× in this paper · explained in 7 episodes
Generalizability — 1× in this paper · explained in 6 episodes
Graph Construction — 1× in this paper · explained in 3 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Verification — 1× in this paper · explained in 2 episodes

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