Amazon Science Publications

218 articles total

Amazon is a great place to practice science and have real business impact with publications. Amazon scientists continue to publish papers, teach, and engage with the worldwide research community.

Unified cross-domain semantic retrieval for cold-start audiobook discovery
From expert coding to expert steering: Zero-shot TLF generation with agentic AI
The question is a region: A neurosymbolic retrofit for categorical question answering over rule engines
Robust estimation of prior parameters in normal-normal empirical Bayes
ProChunker: Self-optimizing procedural chunking for agent-ready workflow graphs
When soft labels beat perfect rewards: Knowledge distillation vs. GRPO
Not all tokens earn the reward: Contrastive credit assignment for production detection
Intra-prompt parallel decoding for common-context question answering
Does task decomposition improve automatic NLG evaluation?
Multi-modal knowledge preserving adapter for embedding backward compatibility
Hybrid generative–tagging decoding for efficient product attribute–value extraction
Learning what matters: End-to-end adaptive calibration data selection for LLM pruning
When does multimodality lead to better time series forecasting?
QASP: Query-adaptive robust vector search policy
UNISAF-BENCH: Intention-grounded safety evaluation for unified multimodal generation models
WISE-Flow: Workflow-induced structured experience for self-evolving conversational service agents
OmniQUM: Multilingual query-to-location understanding model for local search
Retrieval-augmented generation must move beyond factual grounding to represent diverse opinions
Trustworthy LLM-based rule learning for auditable agentic decision-making
Model merging does not require uniform LoRA ranks