diff --git a/README.md b/README.md index e701a7e..87da7c6 100644 --- a/README.md +++ b/README.md @@ -200,7 +200,7 @@ Models: - ✅ T5-based pointwise rankers (InRanker, MonoT5...) - ✅ Cohere, Jina, Voyage and MixedBread API rerankers - ✅ [FlashRank](https://github.com/PrithivirajDamodaran/FlashRank) rerankers (ONNX-optimised models, very fast on CPU) -- 🟠 ColBERT-based reranker - not a model initially designed for reranking, but quite strong (Implementation could be optimised and is from a third-party implementation.) +- ✅ ColBERT-based reranker - not a model initially designed for reranking, but does perform quite strongly in some cases. Implementation is lightweight, based only on transformers. - 🟠⭐ RankLLM/RankZephyr: supported by wrapping the [rank-llm library](https://github.com/castorini/rank_llm) library! Support for RankZephyr/RankVicuna is untested, but RankLLM + GPT models fully works! - 📍 LiT5