Hamed Zamani
Last updated 11 Nov 2026 · Named in 3 answers across 2 engines
Bing AI Mode starts a separate baseline. Copilot remains a separate public engine and keeps its history; changes across the switch are not like-for-like growth.
How AI engines see them
All four engines identify Hamed Zamani as a faculty member at the University of Massachusetts Amherst working on information retrieval and retrieval-augmented generation. Copilot adds specific methods such as Stochastic RAG, Unified RAG, and Plan-and-Refine, while Google AI Mode adds personalized retrieval-augmented reasoning and multi-step context discovery. Gemini adds agentic search and document ranking. All four engines name him. The engines cite groups.cs.umass.edu most often, including research topics and publications pages, and arxiv.org for papers such as Stochastic RAG.
- ChatGPTNamed in 1 answers
Hamed Zamani is an Associate Professor at the University of Massachusetts Amherst and Associate Director of CIIR, researching information retrieval and RAG context engineering.
Known for- information retrieval
- conversational search
- retrieval-enhanced machine learning
- GeminiNamed in 2 answers
Hamed Zamani is an Associate Professor at the Manning College of Information and Computer Sciences at UMass Amherst, focusing on information retrieval, search architectures, RAG, and personalized language models.
Known for- personalized RAG
- agentic search
- document ranking
- Google AI ModeNot named
Hamed Zamani is an Associate Professor at UMass Amherst's Manning College of Information and Computer Sciences and Associate Director of CIIR, researching RAG and context management.
Known for- personalized retrieval-augmented reasoning
- multi-step context discovery
- neural information retrieval
- PerplexityNot named
No description yet.
- Bing AI ModeNot named
No description yet.
- CopilotNot named
Hamed Zamani is a leading researcher in retrieval-augmented generation and context engineering known for methods that optimize retrieval, compression, and integration of external knowledge.
Known for- Stochastic RAG
- Unified RAG
- Plan-and-Refine
Top Segments
- #60RAGof 64Named in 5 answers
Top URLs
- 1Top Research Papers on Retrieval Augmented Generationpaperguide.ai2 citations
- 2https://aclanthology.org/2026.findings-acl.78/aclanthology.org1 citations
- 3https://arxiv.org/abs/2603.09891arxiv.org1 citations
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