Datasets:
Tasks:
Text Classification
Formats:
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Languages:
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Size:
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Tags:
structured-decisions
calibration
probabilistic-classification
system-one
workflow-evaluation
Synthetic
License:
Add FastBrain-9B (#57) to the zero-shot table
#58
by sandeep85 - opened
README.md
CHANGED
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@@ -75,41 +75,42 @@ the two tables are not comparable.
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| 4 | [Amos 1 medium](https://huggingface.co/mukaddamzaid/amos-1-medium) (9B) ([#31](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/31)) | general, zero-shot, open weights | 0.7645 | 0.151 | 0.080 | 0.103 | 118 ms (H100) | open weights |
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| 5 | [Amos 1 large](https://huggingface.co/mukaddamzaid/amos-1-large) (27B) ([#31](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/31)) | general, zero-shot, open weights | 0.761 | 0.126 | 0.069 | 0.097 | 357 ms (H100) | open weights |
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| 6 | [pplx-decider-v1.1-27b](https://huggingface.co/perplexity-ai/pplx-decider-v1.1-27b) (27B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.753 | 0.441 | 0.160 | 0.060 | – | open weights |
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| 31 | [d1-2B](https://huggingface.co/
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| – | Prior (ignores the input) | reference | 0.470 | 0.347 | 0.189 | 0.088 | – | – |
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| – | Uniform (same probability on every option) | reference | 0.308 | 0.444 | 0.238 | 0.169 | – | – |
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| 4 | [Amos 1 medium](https://huggingface.co/mukaddamzaid/amos-1-medium) (9B) ([#31](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/31)) | general, zero-shot, open weights | 0.7645 | 0.151 | 0.080 | 0.103 | 118 ms (H100) | open weights |
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| 5 | [Amos 1 large](https://huggingface.co/mukaddamzaid/amos-1-large) (27B) ([#31](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/31)) | general, zero-shot, open weights | 0.761 | 0.126 | 0.069 | 0.097 | 357 ms (H100) | open weights |
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| 6 | [pplx-decider-v1.1-27b](https://huggingface.co/perplexity-ai/pplx-decider-v1.1-27b) (27B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.753 | 0.441 | 0.160 | 0.060 | – | open weights |
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| 7 | [FastBrain-9B](https://huggingface.co/TypeScript/FastBrain-9B) (9.4B, Qwen3.5-9B + 116M decision head) ([#57](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/57)) | general, zero-shot, open weights | 0.7525 | 0.151 | 0.080 | 0.095 | 50 ms (RTX PRO 6000) | open weights |
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| 8 | [d3](https://huggingface.co/vllm-sr/d3) (27B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.749 | 0.409 | 0.146 | 0.049 | – | open weights |
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| 9 | [Baseten Elephant 1](https://openrouter.ai/baseten/elephant-1) (9B, from Qwen3.5-9B) via OpenRouter (`baseten/elephant-1:free`) | general, zero-shot | 0.748 | 0.134 | 0.069 | 0.162 | 352 ms | free tier |
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| 10 | [Darwin-27B-ZTC](https://huggingface.co/FINAL-Bench/Darwin-27B-ZTC) (27B) ([#17](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/17)) | general, zero-shot, open weights | 0.743 | 0.204 | 0.097 | – | – | open weights |
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| 11 | [d3-mini](https://huggingface.co/vllm-sr/d3-mini) (4B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.743 | 0.319 | 0.123 | 0.047 | – | open weights |
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| 12 | [Liquid AI d1](https://docs.liquid.ai/lfm/models/decision-models) (`d1:free`) | general, zero-shot | 0.742 | 0.475 | 0.155 | 0.124 | 525 ms | free tier |
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| 13 | [linne-oak 1.0](https://huggingface.co/PNPM244/linne-oak-1-0) (31B) ([#35](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/35)) | general, zero-shot, open weights | 0.739 | 0.709 | 0.191 | – | 1.3 s (8 concurrent) | open weights |
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| 14 | [vLLM-SR d3](https://huggingface.co/vllm-sr/d3) (26B, FP8) via [Decision Models](https://decisionmodels.io) (`s1-pro`) ([#38](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/38)) | general, zero-shot, open weights | 0.739 | 0.437 | 0.151 | 0.124 | 3,405 ms | $0.08 |
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| 15 | [d3-turbo](https://huggingface.co/vllm-sr/d3-turbo) (26B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.736 | 0.438 | 0.162 | 0.069 | – | open weights |
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| 16 | [nanoGentzen-Jev-v3](https://huggingface.co/Sagicc/nanoGentzen-Jev-v3) (4.93M) ([#52](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/52)) | general, zero-shot, open weights | 0.731 | 0.150 | 0.081 | 0.087 | 69 ms (local) | open weights |
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| 17 | [clef](https://huggingface.co/Cloudflare/clef) (27B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.728 | 0.191 | 0.103 | 0.025 | – | open weights |
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| 18 | [openjev](https://huggingface.co/openjev/openjev) (27B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.728 | 0.506 | 0.191 | 0.101 | – | open weights |
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| 19 | TypeSafe Jev 1.13.0 | general, zero-shot | 0.727 | 1.442 | 0.148 | 0.144 | 710 ms | $0.042 |
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| 20 | [Blink v0.3](https://huggingface.co/PixilabAI/Blink-v0.3-26B-A4B-NVFP4) (26B-A4B, NVFP4) via [Decision Models](https://decisionmodels.io) (`s1-fast`) ([#38](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/38)) | general, zero-shot, open weights | 0.727 | 0.153 | 0.079 | 0.129 | 3,274 ms | $0.019 |
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| 21 | [d3-flash](https://huggingface.co/vllm-sr/d3-flash) (9B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.717 | 0.322 | 0.131 | 0.031 | – | open weights |
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| 22 | [Featherless Simple Jev](https://simple-jev.featherless.ai) (`Qwen3.6-35B-A3B-classifier`) | general, zero-shot | 0.716 | 0.488 | 0.176 | – | – | free demo |
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| 23 | [jev-vision-27b](https://huggingface.co/e12ex2/jev-vision-27b) (Qwen3.8-27B + LoRA) | general, zero-shot, open weights | 0.714 | 0.318 | 0.129 | 0.026 | 199 ms (H100) | open weights |
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| 24 | [clef-flash](https://huggingface.co/Cloudflare/clef-flash) (9B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.710 | 0.209 | 0.111 | 0.016 | – | open weights |
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| 25 | [prima-ratio + 12B](https://github.com/andrea-tomassi/prima-ratio) | general, zero-shot | 0.702 | 0.564 | 0.234 | 0.146 | 700 ms | local GGUF |
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| 97 |
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| 26 | [JEV-35B](https://huggingface.co/autotrust/JEV-35B) (35B MoE) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.700 | 0.526 | 0.169 | 0.062 | – | open weights |
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| 98 |
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| 27 | [JEV-27B-VL](https://huggingface.co/autotrust/JEV-27B-VL) (28B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.688 | 0.544 | 0.194 | 0.113 | – | open weights |
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| 99 |
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| 28 | [clef-omni](https://huggingface.co/Cloudflare/clef-omni) (35B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.673 | 0.247 | 0.123 | 0.030 | – | open weights |
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| 100 |
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| 29 | [OpenDecider-small](https://huggingface.co/manjunathshiva/opendecider-small) | general, zero-shot, open weights | 0.671 | 0.211 | 0.117 | – | 40 ms | open weights |
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| 101 |
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| 30 | [d1-3B](https://huggingface.co/LiquidAI/d1-3B) (3B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.656 | 0.286 | 0.144 | 0.037 | – | open weights |
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| 102 |
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| 31 | [d1-2B-OptiQ-4bit](https://huggingface.co/mlx-community/d1-2B-OptiQ-4bit) (2B, OptiQ 4-bit MLX quant of d1-2B) | general, zero-shot, open weights | 0.641 | 0.283 | 0.139 | 0.126 | 273 ms (M3 Max) | open weights |
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| 103 |
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| 32 | [d1-2B](https://huggingface.co/LiquidAI/d1-2B) (2B) | general, zero-shot, open weights | 0.637 | 0.282 | 0.137 | 0.124 | – | open weights |
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| 104 |
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| 33 | [d3-nano](https://huggingface.co/vllm-sr/d3-nano) (2B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.629 | 0.545 | 0.211 | 0.113 | – | open weights |
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| 105 |
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| 34 | [Bongard-mini](https://huggingface.co/AgentBull/bongard-mini) | general, zero-shot, open weights | 0.594 | 0.256 | 0.132 | 0.067 | 225 ms | open weights |
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| 106 |
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| 35 | [Jeff-Gemma4-E2B](https://huggingface.co/mstrasser/Jeff-Gemma4-E2B) | general, zero-shot, open weights | 0.561 | 0.403 | 0.219 | 0.188 | 2,272 ms | open weights |
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| 107 |
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| 36 | [d3-lite](https://huggingface.co/vllm-sr/d3-lite) (0.8B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.531 | 0.518 | 0.244 | 0.130 | – | open weights |
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| 108 |
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| 37 | [GEV-26B-Decide](https://huggingface.co/autotrust/GEV-26B-Decide) (26B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.522 | 0.423 | 0.215 | 0.066 | – | open weights |
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| 38 | [Jeff-Qwen3.5-2B](https://huggingface.co/mstrasser/Jeff-Qwen3.5-2B) | general, zero-shot, open weights | 0.511 | 0.460 | 0.237 | 0.203 | 1,346 ms | open weights |
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| 110 |
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| 39 | [JEV-27B](https://huggingface.co/autotrust/JEV-27B) (27B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.495 | 0.550 | 0.253 | 0.136 | – | open weights |
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| 111 |
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| 40 | [Jeff-Qwen3.5-0.8B](https://huggingface.co/mstrasser/Jeff-Qwen3.5-0.8B) | general, zero-shot, open weights | 0.483 | 0.679 | 0.313 | 0.251 | 662 ms | open weights |
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| 112 |
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| 41 | [d3-edge](https://huggingface.co/vllm-sr/d3-edge) (0.6B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.425 | 1.176 | 0.456 | 0.341 | – | open weights |
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| 42 | [THX-01](https://huggingface.co/doofz/THX-01) (0.3B) ([#37](https://huggingface.co/datasets/LocalLLaMA/typed-decisions/discussions/37)) | general, zero-shot, open weights | 0.377 | 0.620 | 0.320 | 0.203 | – | open weights |
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| – | Prior (ignores the input) | reference | 0.470 | 0.347 | 0.189 | 0.088 | – | – |
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| – | Uniform (same probability on every option) | reference | 0.308 | 0.444 | 0.238 | 0.169 | – | – |
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