The story so far
Weights, every dated article, and repo commits on one rail.
2 repo commits since the weights landed
Teal is the weights (2026-09-23), grey ticks are repo commits.
NeoHorse-Jev-4B
TokenRhythm Apache 2.0 out 32 days ago
Text in, labels out.
Verified 2026-10-25 Rank #0 in Decision models · score 0 method v1 Sources 3 Downloads 30d 3k · #566 of 619 tracked
Do people use it?3kdownloads, 30 days#566 of 619 we track · below the median+1 likes, downloads +5% this week30 likesHugging Face2026-10-24
Where it's used
Hugging Face does not say who downloads a model or with what. These are the proxies: API providers listing it, quantized builds, fine-tunes/adapters/merges, and Spaces that load it.
No API provider serves it, so its downloads are people running it themselves: 3 quantized builds and 7 Spaces.
- As a service0no API provider listed
- On own hardware3quantized builds
- Built on22 fine-tunes · 0 adapters · 0 merges
- In apps7Hugging Face Spaces
Top Spaces running it: multimodalart/jev-decision-index ♥ 802 · jmrenouard/microllm-decision-studio ♥ 1
What people built on it
5 derivatives on the Hub. Which build to run, by runtime: the most downloaded in each class.
5 derivatives on the Hub, most of them quantized
From the Hugging Face model tree; quantized builds in teal, fine-tunes, merges and adapters in greys.
Reference
Everything else, folded: the full tables, every source.
Benchmarks
8 rows
Benchmarks 8 rows
measured third-party leaderboard rowauthor-reported number from the model card or eval files (8)No confidence intervals unless the source gave them; settings differ between rows, so compare within a benchmark, not across. Date = the benchmark's own date when it gives one, else when we read it.
| Benchmark | Value | Setting / notes | Reported by | Date |
|---|---|---|---|---|
| author-reported AVG | 77.7 | — | model author | 2026-10-07 |
| author-reported JevBench | 75.73 | — | model author | 2026-10-07 |
| author-reported Kev | 81.92 | — | model author | 2026-10-07 |
| author-reported MASSIVE | 85.43 | — | model author | 2026-10-07 |
| author-reported Nimble | 87.23 | — | model author | 2026-10-07 |
| author-reported OpenJev text | 58.74 | — | model author | 2026-10-07 |
| author-reported Three-benchmark mean accuracy (%) | 83.26 percent | Nimble, VitaminC, and MASSIVE | model author | 2026-10-07 |
| author-reported VitaminC | 77.13 | — | model author | 2026-10-07 |
Use-case evidence
4 use cases
What it is good at 4 use cases
Labels are evidence, not verdicts: measured a third-party leaderboard row for this model; author-reported a number the model author published in the card or eval files; structural a deterministic signal from the name, config or chat template, or a decision-model estimate. Each chip links to its source. All use cases.
Facts
11 fields
Listed in Decision models
Facts
- License: Apache 2.0 (friction: none). Permissive; patent grant. (license file, observed 2026-10-24)
- Created 2026-09-23, last modified 2026-09-28. (HF API, observed 2026-10-24)
| Pipeline tag | text-classification |
|---|---|
| Library | pytorch |
| MoE | no |
| License | Apache 2.0 (apache-2.0) |
| Hub snapshot | 2026-10-25 |
Decision facts
catalog
Decision-model catalog curated
| How it was made | trained head/adapter on frozen backbone |
|---|---|
| Lineage bucket | F - fine-tune of an open model (public/synthetic data) |
| Lineage evidence | board file inspection (adapter/head/weight files) + HF base_model field |
| Base model | Qwen/Qwen3.5-4B-Base |
| DI 0.2.1 score | 36.75 (independent (DI 0.2.1 board)) |
| ECE (board) | 0.1039 |
| Median latency | 49 ms (DI board, 1x RTX PRO 6000, single process) |
| Hosted price (input) | self-hosted/M |
| Source | https://huggingface.co/TokenRhythm/NeoHorse-Jev-4B |
All variants
5 variants
Lineage
Base model: TokenRhythm/NeoHorse-1-4B
quantized: 3finetune: 2
Top variants (5 shown, ranked by downloads)
| Variant | Relation | Quant | Params | Band | License | Author | Likes | Downloads |
|---|---|---|---|---|---|---|---|---|
| TokenRhythm/NeoHorse-Jev-4B-GGUF | quantized | GGUF | — | — | apache-2.0 | TokenRhythm | 9 | 4.4k |
| DreamBlooms/NeoHorse-Jev-4B-GGUF | quantized | GGUF | — | — | apache-2.0 | DreamBlooms | 0 | 673 |
| kcatjan/NeoHorse-Jev-4B-GGUF | quantized | GGUF | — | — | apache-2.0 | kcatjan | 0 | 495 |
| groxaxo/NeoHorse-Jev-4B-TmuxPocket-MLX5 | finetune | — | 4.21B | M | apache-2.0 | groxaxo | 0 | 59 |
| Goddragon/Arbiter-4B | finetune | — | — | — | apache-2.0 | Goddragon | 1 | 0 |
Repository changelog
2 commits
Papers
1 paper
Papers 1
arXiv links found in the model card and its tags. "Peer-reviewed" is shown only with evidence: a published venue in OpenAlex (measured) or the authors' own journal reference on arXiv (reported).
Similar models
3 models
Similar models
- kev-4b same task (text-classification), permissive license
- Bespoke-Nimble-9B same task (text-classification), permissive license
- kev-9b same task (text-classification), permissive license
Sources
3 sources
Sources
Hub snapshot: 2026-10-25 · HF API: 2026-10-24 21:44 UTC · Providers: 2026-10-24 21:44 UTC · Articles: 2026-10-24 21:46 UTC · Summary: 2026-10-07 15:18 UTC · Last verified 2026-10-25
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