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AIMon reranker integration into LlamaIndex node postprocessors #18087
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devvratbhardwaj
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This was referenced Mar 10, 2025
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Description
This PR integrates the AIMon reranker as a LlamaIndex postprocessor, allowing for context-aware, domain-specific reranking of retrieval results. The AIMon reranker performs strongly in benchmarks and enables users to specify a domain in the task definition, providing context-specific reranking for improved relevance.
Additionally, this implementation introduces batched reranking with a 10,000-word limit per request, ensuring efficient processing while maintaining low latency. The reranking calls are serialized to prevent concurrency issues and optimize performance.
New Package?
Did I fill in the
tool.llamahub
section in thepyproject.toml
and provide a detailed README.md for my new integration or package?Version Bump?
Did I bump the version in the
pyproject.toml
file of the package I am updating? (Except for thellama-index-core
package)Type of Change
How Has This Been Tested?
Suggested Checklist:
make format; make lint
to appease the lint gods