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Joseph [open/acc] Pollack
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Tonic
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https://discord.gg/qdfnvSPcqP
josephpollack
Tonic-AI
josephpollack
AI & ML interests
🤖Making robots to help people learn things quicker 👩🏻🚀🚀
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We deleted the Embedding Layer -- INTRO Our Collins-Embedding-3M https://huggingface.co/NoesisLab/Collins-Embedding-3M Most "small" models are just giant vocab tables in a trench coat. Collins-3M changes that. By using 2-Universal Hashing and Chernoff-bound noise suppression, we’ve collapsed the embedding space into a fixed O(1) hash-map. * STSB: 0.7114 (Beating many 100M+ models) * Size: 3M (Edge-ready, IoT-ready) * Tech: Randomized Sign-Hashing + RoPE positional injection. Built by NoesisLab
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Organizations
Tonic
's models
28
Sort: Recently updated
Tonic/l-operator-instruct
Updated
7 days ago
•
1
Tonic/sharing-stuff-with-frens
Updated
Nov 17, 2025
•
1
Tonic/voxtral-finetune-20250913_145448
Updated
Sep 13, 2025
•
1
Tonic/sending_files_online_for_my_friends
Updated
Aug 30, 2025
Tonic/l-android-control
Image-Text-to-Text
•
Updated
Aug 25, 2025
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1
Tonic/g-operator
Image-Text-to-Text
•
Updated
Aug 25, 2025
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2
Tonic/l-operator
Image-Text-to-Text
•
2B
•
Updated
Aug 25, 2025
Tonic/med-gpt-oss-20b
Text Generation
•
21B
•
Updated
Aug 10, 2025
•
40
•
7
Tonic/gpt-oss-20b-multilingual-reasoner
Text Generation
•
Updated
Aug 5, 2025
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13
•
2
Tonic/gpt-oss-multilingual-reasoner
Updated
Aug 5, 2025
•
1
Tonic/petite-elle-L-aime-3-sft
Text Generation
•
3B
•
Updated
Aug 2, 2025
•
13
•
1
Tonic/c4ai-command-a-03-2025-4bit_nf4_no_double
Text Generation
•
113B
•
Updated
Mar 13, 2025
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13
Tonic/c4ai-command-a-03-2025-4bit_fp4
Text Generation
•
113B
•
Updated
Mar 13, 2025
•
251
Tonic/c4ai-command-a-03-2025-4bit_nf4_double
Text Generation
•
114B
•
Updated
Mar 13, 2025
•
13
Tonic/GemmaX2-28-2B-gguf
Translation
•
3B
•
Updated
Mar 2, 2025
•
118
•
7
Tonic/GemmaX2-28-2B-4bit
Translation
•
3B
•
Updated
Feb 26, 2025
•
347
•
5
Tonic/GemmaX2-28-2B-8bit
Translation
•
3B
•
Updated
Feb 26, 2025
•
1
Tonic/climate-guard-toxic-agent
Text Classification
•
0.1B
•
Updated
Feb 13, 2025
•
6
•
1
Tonic/voyage-2-large
Text Generation
•
Updated
Jul 17, 2024
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1
Tonic/mirnet
Updated
Jul 8, 2024
•
15
Tonic/video-swin-transformer
Updated
Jul 8, 2024
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13
•
2
Tonic/mobile-vit
Updated
Jul 8, 2024
•
8
Tonic/paligemma-3b-pt-896
Updated
May 14, 2024
•
1
Tonic/stablemed
Updated
Nov 12, 2023
•
1
•
5
Tonic/GaiaMiniMed
Question Answering
•
Updated
Oct 28, 2023
•
15
•
8
Tonic/experiments
Updated
Oct 26, 2023
•
1
Tonic/mistralmed
Updated
Oct 23, 2023
•
4
•
10
Tonic/LunarLander
Reinforcement Learning
•
Updated
Sep 27, 2023
•
1