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Amazon research papers

Company · 6 papers · 205 citations · latest Sep 2026

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PaperCitations
Don't Mask the Environment: Observation Supervision Changes How Agents Explore Under RLAgent trajectories record what an agent does and what happens next.Agents and evaluation · Sep 2026 · Unverified0
VIDEOP2R: Video Understanding from Perception to ReasoningVideoP2R, a process-aware reinforcement fine-tuning framework, improves video reasoning and understanding by modeling perception and reasoning separately, achieving state-of-the-art results on multiple benchmarks.Reasoning · Nov 2025 · Unverified9
Adaptive Multi-Agent Response Refinement in Conversational SystemsA multi-agent framework enhances conversational quality by refining responses through agents responsible for factuality, personalization, and coherence, outperforming existing methods on challenging datasets.Agents and evaluation · Nov 2025 · Unverified3
Chronos-2: From Univariate to Universal ForecastingChronos-2, a pretrained model with a group attention mechanism, achieves state-of-the-art performance in zero-shot univariate, multivariate, and covariate-informed forecasting tasks.Inference and efficiency · Oct 2025 · Unverified178
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMsThought templates enhance long-context language models by structuring evidence combination and guiding multi-hop inference, leading to consistent performance improvements across various benchmarks.Reasoning · Oct 2025 · Unverified3
TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular ReasoningTaTToo, a novel table-grounded Process Reward Model, enhances tabular reasoning by explicitly addressing table-specific operations and integrating tool-based verification, leading to significant performance improvements over existing PRMs.Reasoning · Oct 2025 · Unverified12
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Topics: Reasoning 3, Agents and evaluation 2, Inference and efficiency 1

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Sources: each lab's own papers and arXiv, with citation and upvote counts from Semantic Scholar and Hugging Face. One-line summaries are for orientation, not a substitute for the paper. Logos via logo.dev; trademarks belong to their owners.

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