Article
5
Yuichi Tateno PRO
hotchpotch
AI & ML interests
Information Retrieval with LLMs
Recent Activity
updated a model 22 minutes ago
hotchpotch/bekko-embedding-v1-a25m updated a model 22 minutes ago
hotchpotch/bekko-embedding-v1-a8m updated a dataset about 1 hour ago
hakari-bench/leaderboard_databaseOrganizations
Compact multilingual embedding models with 8M and 25M active parameters, including pretrained checkpoints and retrieval-fine-tuned releases.
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hotchpotch/bekko-embedding-v1-a8m
Sentence Similarity • 0.1B • Updated • 495 • 6 -
hotchpotch/bekko-embedding-v1-a25m
Sentence Similarity • 0.1B • Updated • 1.97k • 6 -
bekko-embedding-web
🚀2Run ultra-compact multilingual embeddings in your browser.
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Bekko Embedding: Parameter-Efficient Multilingual Retrieval with Ultra-Compact Encoders
Paper • 2607.25180 • Published • 1
OpenProvence is a fully open-source implementation of Provence-style reranker–pruner models. These models remove irrelevant context while simultaneous
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Open Provence Demo
✂4Context pruning demo for context engineering and RAG
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hotchpotch/open-provence-reranker-xsmall-v1
Text Ranking • 36.8M • Updated • 3.4k • 1 -
hotchpotch/open-provence-reranker-v1
Text Ranking • 0.1B • Updated • 33 -
hotchpotch/open-provence-reranker-v1-gte-modernbert-base
Text Ranking • 0.1B • Updated • 113 • 2
Compact multilingual embedding models with 8M and 25M active parameters, including pretrained checkpoints and retrieval-fine-tuned releases.
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hotchpotch/bekko-embedding-v1-a8m
Sentence Similarity • 0.1B • Updated • 495 • 6 -
hotchpotch/bekko-embedding-v1-a25m
Sentence Similarity • 0.1B • Updated • 1.97k • 6 -
bekko-embedding-web
🚀2Run ultra-compact multilingual embeddings in your browser.
-
Bekko Embedding: Parameter-Efficient Multilingual Retrieval with Ultra-Compact Encoders
Paper • 2607.25180 • Published • 1
OpenProvence is a fully open-source implementation of Provence-style reranker–pruner models. These models remove irrelevant context while simultaneous
-
Open Provence Demo
✂4Context pruning demo for context engineering and RAG
-
hotchpotch/open-provence-reranker-xsmall-v1
Text Ranking • 36.8M • Updated • 3.4k • 1 -
hotchpotch/open-provence-reranker-v1
Text Ranking • 0.1B • Updated • 33 -
hotchpotch/open-provence-reranker-v1-gte-modernbert-base
Text Ranking • 0.1B • Updated • 113 • 2
spaces 6
Running
2
bekko-embedding-web
🚀
Run ultra-compact multilingual embeddings in your browser.
Sleeping
Agents
4
Open Provence Demo
✂
Context pruning demo for context engineering and RAG
Sleeping
3
Japanese Splade Demo Streamlit
📉
Convert text to SPLADE token scores
Sleeping
TokenViz: AutoTokenizer Visualization Tool
🔍
Visualize the results of AutoTokenizer
Build error
Secon Dev Site Search
🐨
Running
6
Wikipedia Japanese Rag Search
😻
Ask questions about Wikipedia articles in Japanese
models 56
hotchpotch/bekko-embedding-v1-a25m
Sentence Similarity • 0.1B • Updated • 1.97k • 6
hotchpotch/bekko-embedding-v1-a8m
Sentence Similarity • 0.1B • Updated • 495 • 6
hotchpotch/bekko-embedding-v1-a25m-GGUF
Feature Extraction • 0.1B • Updated
hotchpotch/bekko-embedding-v1-a8m-GGUF
Feature Extraction • 0.1B • Updated
hotchpotch/bekko-embedding-v1-a8m-pt
Sentence Similarity • 0.1B • Updated • 38 • 1
hotchpotch/bekko-embedding-v1-a25m-pt
Sentence Similarity • 0.1B • Updated • 51 • 1
hotchpotch/japanese-reranker-base-v2
Text Ranking • 0.1B • Updated • 2.67k • 8
hotchpotch/japanese-reranker-small-v2
Text Ranking • 70.2M • Updated • 1.37k • 3
hotchpotch/japanese-reranker-xsmall-v2
Text Ranking • 36.8M • Updated • 48.9k • 6
hotchpotch/japanese-reranker-tiny-v2
Text Ranking • 29.4M • Updated • 786 • 6
datasets 68
hotchpotch/bekko-embedding-v1-unsupervised
Updated • 7.17k • 1
hotchpotch/bekko-embedding-hard-negatives
Updated • 32
hotchpotch/bekko-embedding-v1-hard-negatives
Viewer • Updated • 760k • 268 • 2
hotchpotch/wikipedia-synthetic-nli
Viewer • Updated • 5.81M • 109
hotchpotch/wikipedia-multilingual-ir-related-lead-pairs
Viewer • Updated • 34.1M • 5.5k
hotchpotch/wikipedia-multilingual-ir-related-paragraph-pairs
Viewer • Updated • 19.6M • 617
hotchpotch/wikipedia-multilingual-ir-pairs
Viewer • Updated • 95.8M • 1.09k
hotchpotch/wikipedia-multilingual-synthetic-ir-query
Viewer • Updated • 73.4M • 4.4k
hotchpotch/nllb-english-bitext-hq
Viewer • Updated • 280M • 2.46k
hotchpotch/multilingual-cc-news-ir-related-paragraph-pairs
Viewer • Updated • 68M • 1.54k