Spot Snake decision fine-tunes
Spot Snake decision fine-tunes rank safe game moves with d1 or MiniMind-JEV. Read their licences, teacher-agreement tests and calibration limits.
By Lucasgitguy-co · d1/MiniMind-JEV licence clarification; Laya weights uploaded 6 Nov: 5 Nov 2026
Four local move-ranking fine-tunes for Spot’s Biscuit Snake: d1-2B, d1-3B, MiniMind-JEV and Laya Multilingual. The game supplies safe moves; the model ranks them to imitate a heuristic teacher that leaves the most open room. Keep the game’s collision checks. The d1-2B, d1-3B and MiniMind-JEV weights were uploaded on 5 November; the Laya Multilingual weights were uploaded on 6 November.
Quick answers
What is Spot Snake decision fine-tunes by Lucasgitguy-co?
Spot Snake decision fine-tunes: Four local move-ranking fine-tunes for Spot’s Biscuit Snake: d1-2B, d1-3B, MiniMind-JEV and Laya Multilingual.
Spot Snake decision fine-tunes facts · Source: huggingface.co ↗
Who makes Spot Snake decision fine-tunes?
Facts
- Variants
- d1-2B and d1-3B merged weights with GGUF formats; MiniMind-JEV ranking head and BGE encoder; Laya Multilingual fine-tune
- Inputs
- Game state and candidate safe moves
- Licence
- d1 variants: LFM Open License v1.0 plus Apache-2.0 contributions (LvW-license-Snake-1.0); MiniMind-JEV: MIT; Laya Multilingual: Apache-2.0
- Calibration
- Laya Multilingual: temperature fitted on 400 reserved training-split rows, returning approximately 1.0. d1-2B, d1-3B and MiniMind-JEV: confidence was not recalibrated after training
- Multilingual release
- Laya Multilingual fine-tune; English and Dutch; laya 0.4.26
Claims and sources
- On 1,708 held-out moves, the maker reports 99.82% teacher agreement for d1-3B and 55.80% for MiniMind-JEV. Saved-file reload checks cover 32 rows. Teacher agreement measures imitation of the heuristic; game scores, win rates and speed were not measured. vendor reportedsource
- The multilingual card reports 99.94% teacher agreement on 1,600 challenge cases, with English and Dutch using the same boards. It reports ten-bin ECE 0.0483. These are teacher-label checks; game score and win rate need separate rollouts. vendor reportedsource
Links
Source: Model card and files → Source: d1-2B card and weights → Source: MiniMind-JEV card and weights → Source: Multilingual card and weights →
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