KaLM-Jev

About KaLM-Jev

KaLM-Jev A local Choice / Score / Noul service built on KaLM-Reranker-V1-R2. It uses PyTorch and Transformers, runs one model per process, and returns structured judgments without generating answer text. The underlying reranker is described in KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking. Demo: Try KaLM-Jev in the Hugging Face Space. Models: Explore the available checkpoints in the Lychee KaLM Reranker collection. Installation and quick start Requires Python 3.10+. Run the following commands from the repository root.

Quick Facts

Compatible Skills

These tools work well together with KaLM-Jev for enhanced workflows:

• reflex — semantic(0.25)+complementary+shared_fw(huggingface,pytorch)+same_lang+similar_pop+shared_platform (75%)
• open-alternative-jev — semantic(0.31)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (69%)
• jeff — semantic(0.25)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (67%)
• mini-jev — semantic(0.25)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (67%)
• dohnuts — semantic(0.23)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (66%)

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Frequently Asked Questions