Research Suitable Rerank Systems and Provide Implementation Recommendations - Githubissues

datagero / pico-scholar

AI-Human collaboration platform that accelerates systematic reviews by organizing academic literature, building AI tools, and expanding into new domains to enhance the global knowledge catalog.

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Research Suitable Rerank Systems and Provide Implementation Recommendations #28

Open datagero opened 2 days ago

datagero commented 2 days ago

Objective: Identify rerank systems that best fit our application’s needs and recommend an implementation strategy.
Details:
- Explore various reranking systems (e.g., BERT-based rerankers, LLM-assisted reranking).
- Evaluate options based on relevance, performance, and resource requirements.
- Provide recommendations with trade-offs and proposed next steps for implementation.

Dependencies: Knowledge of current vector search engine and retrieval systems.

Acceptance Criteria:

Research completed with a report on suitable rerank systems.
Clear recommendations on implementation strategy and next steps.

Priority: Medium
Estimated Effort: