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KaLM Embedding
🔎1KaLM Embedding — Versatile Text Embedding
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tencent/KaLM-Embedding-Gemma3-12B-2511
Sentence Similarity • 12B • Updated • 16.3k • 102 -
KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5
Feature Extraction • 0.5B • Updated • 2.01k • 68 -
HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2
Feature Extraction • 0.5B • Updated • 784 • 34
AI & ML interests
Building the foundation for better search with embeddings, rerankers, RAG infrastructure, and small language models.
Recent Activity
Papers
KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking
LMEB: Long-horizon Memory Embedding Benchmark
Organization Card
Lychee-KaLM develops embedding models, rerankers, RAG infra, and small language models for better search. We aim to develop efficient and accessible systems that help people discover, retrieve, and use knowledge more effectively.
Explore
🌐 KaLM-Embedding Homepage · 💻 GitHub · 🗂️ Embedding Training Data · 🗂️ Reranker Training Data · 📖 Text Embedding Survey · 📚 LMEB Benchmark · 🏆 LMEB Leaderboard · 🔎 KaLM-Embedding Demo · ⚡ KaLM-Reranker Demo
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KaLM Embedding
🔎1KaLM Embedding — Versatile Text Embedding
-
tencent/KaLM-Embedding-Gemma3-12B-2511
Sentence Similarity • 12B • Updated • 16.3k • 102 -
KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5
Feature Extraction • 0.5B • Updated • 2.01k • 68 -
HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2
Feature Extraction • 0.5B • Updated • 784 • 34
models 10
KaLM-Embedding/KaLM-Reranker-V1-Large
Text Ranking • 8B • Updated • 171 • 8
KaLM-Embedding/KaLM-Reranker-V1-Small
Text Ranking • 2B • Updated • 197 • 5
KaLM-Embedding/KaLM-Reranker-V1-Nano
Text Ranking • 0.8B • Updated • 518 • 10
KaLM-Embedding/KaLM-Reranker-V1-Nano-Q4_K_M-GGUF
Text Ranking • 0.4B • Updated • 43 • 1
KaLM-Embedding/KaLM-Reranker-V1-Small-Q4_K_M-GGUF
Text Ranking • 2B • Updated • 33 • 2
KaLM-Embedding/KaLM-Reranker-V1-Large-Q4_K_M-GGUF
Text Ranking • 7B • Updated • 32 • 1
KaLM-Embedding/KaLM-Reranker-V1-Nano-Q8_0-GGUF
Text Ranking • 0.4B • Updated • 44 • 1
KaLM-Embedding/KaLM-Reranker-V1-Small-Q8_0-GGUF
Text Ranking • 2B • Updated • 50 • 2
KaLM-Embedding/KaLM-Reranker-V1-Large-Q8_0-GGUF
Text Ranking • 7B • Updated • 31 • 1
KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5
Feature Extraction • 0.5B • Updated • 2.01k • 68