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awinml authored Jan 9, 2025
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# LLM-Blender

**Paper:** [LLM Ensembling: Haystack Pipelines with LLM-Blender](paper/llm_blender.pdf)

- LLM-Blender is an ensembling framework designed to achieve consistently superior performance by combining the outputs of multiple language models (LLMs). This work focuses on integrating LLM-Blender with Retrieval-Augmented Generation (RAG) pipelines to significantly improve the quality of generated text.

- LLM-Blender is a two-stage ensemble learning framework. In the first stage (ranking), pairwise comparison of candidates is performed, and they are then ranked. In the second stage (fusing), the top K candidates are merged to render the final output.
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