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SQ
pierrexsq
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posted
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update
about 3 hours ago
⚡ Introducing ZooWork Instinct Tuned 4B — an open decision model Instead of generating text, Instinct scores candidate logits in one forward pass and returns temperature-scaled probabilities for choice, noul, and ordinal score questions. 🎯 4B parameters based on Qwen3.5-4B 📊 198/231 (85.71%) on the published JevBench tasks ⚡ Decode-free, single-order decision inference 📜 Apache-2.0 open weights 🤗 Model and weights: https://huggingface.co/srpone/instinct-tuned-4b 💻 Open-source runtime: https://github.com/SerendipityOneInc/instinct 🌐 Hosted API: https://instinct.zoowork.ai/ The published JevBench tasks were used during development, so the result is a transparent public-set reference—not a held-out claim. Feedback on domain transfer, calibration, and option-order sensitivity is very welcome. 🚀
published
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article
about 3 hours ago
Introducing ZooWork Instinct Tuned 4B — an open decision model
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activity
about 3 hours ago
srpone/instinct-tuned-4b:
Open release: ZooWork Instinct Tuned 4B
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srpone/instinct-tuned-4b
Text Classification
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5B
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3 models
2 days ago
srpone/zoowork-shopranker-8b
Text Ranking
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46
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2
srpone/zoowork-shopranker-0.6b
Text Ranking
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0.6B
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83
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1
srpone/zoowork-shopranker-4b
Text Ranking
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4B
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1 day ago
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44
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a model
about 1 month ago
srpone/zooclaw-fashionsiglip2
Zero-Shot Image Classification
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0.4B
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1 day ago
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5k
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a dataset
5 months ago
hq-bench/coreb
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Jun 2
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34.2k
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129
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6 months ago
hq-bench/quito-corpus
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Mar 30
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142
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hq-bench/quitobench
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Mar 30
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12.5M
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71
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8
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a model
8 months ago
srpone/gr-lite
Image Feature Extraction
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0.3B
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May 26
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1.22k
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7
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2 datasets
over 1 year ago
weaverbirdllm/famma-reasoning
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May 15, 2025
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1.27k
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29
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weaverbirdllm/famma
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May 20, 2025
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4.1k
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