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2026-10-25 06:54 UTC
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2026-10-25
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Use cases › Deciding

Classify and make typed decisions

Models that return a label, a typed answer or a calibrated probability rather than free text: classifiers, token taggers and decision models.

71 models author-reported 12structural 59 RSS Snapshot 2026-10-25 · generated 2026-10-25 06:54 UTC

Benchmarks that represent this job 8

A model's row on one of these third-party boards is what earns the measured label; the same benchmark name in the model's own card earns author-reported.

Decision Index (DI)GLUESuperGLUECoNLL-2003SST-2MNLIXNLIBanking77

Models 71

Narrow by what you can run and pay for. Rows are ordered measured → author-reported → structural, then by watch-list score; click a column to re-sort. Every chip links to its source.

Evidence
Runs on
License
71 of 71 shown
Model Evidence Params Context Price from Runs on License Providers
Apertus-8B-Instruct-2509 swiss-ai author-reported Author reports XNLI 45.3 8.05B 64K $0.10 Single GPU Apache 2.0 2
Julia-1 SupersonicLabs author-reported Author reports Banking77 pilot · 72 labels 64.00%decision-model estimate p=1.00 +1 144M — — Laptop / edge Apache 2.0 0
decider-2b Mapika author-reported Author reports Decision Index 0.3, 4,500-request sample 38.18decision-model estimate p=1.00 +1 1.88B 256K — Single GPU Apache 2.0 0
decider-4b Mapika author-reported Author reports Decision Index 0.3, 4,500-request sample 51.02decision-model estimate p=1.00 +1 4.21B 256K — Single GPU Apache 2.0 0
jpt-4b kirp author-reported Author reports Decision Index 0.2.1 57.2Author reports Retrieval BANKING77 71.8 +1 4.54B 256K — Single GPU CC BY-NC 4.0 non-commercial 0
Lumma-fev-0.6b FrontiersMind author-reported Author reports Banking77 0.90decision-model estimate p=1.00 +1 649M — — Laptop / edge Apache 2.0 0
Eikos-27B-FP8 caiovicentino1 author-reported Author reports Decision Index 74.4decision-model estimate p=1.00 +1 27.8B 256K — Single high-end GPU MIT 0
blink-27b thegovind author-reported Author reports Decision Index 0.2 balanced skill 52.72decision-model estimate p=1.00 +1 26.9B 256K — Single high-end GPU Research / non-commercial… non-commercial 0
lavoir moganai author-reported Author reports Banking77 (77 labels) .533decision-model estimate p=1.00 +1 422M — — Laptop / edge CC BY-NC 4.0 non-commercial 0
jpt-9b kirp author-reported Author reports Decision Index 0.2.1 46.89Author reports BANKING77 65.0 +1 9.41B 256K — Single GPU CC BY-NC 4.0 non-commercial 0
Lumma-fev-0.1b FrontiersMind author-reported Author reports Banking77 0.47decision-model estimate p=1.00 +1 154M — — Laptop / edge Apache 2.0 0
jebadiah-27b frontier-infra author-reported Author reports Decision Index 0.2.1 54.67Author reports Jevals Banking77 (choice, 77 options, 300) 77.0 +1 27.8B 256K — Single high-end GPU Apache 2.0 0
Qwen3-Reranker-0.6B Qwen structural decision-model estimate p=0.80 596M 40K $0.01 Laptop / edge Apache 2.0 2
bge-reranker-large BAAI structural decision-model estimate p=0.93tag: text-classification 560M 514 — Laptop / edge MIT 1
Qwen3-Reranker-4B Qwen structural decision-model estimate p=0.88 4.02B 40K $0.03 Single GPU Apache 2.0 1
gte-reranker-modernbert-base Alibaba-NLP structural decision-model estimate p=0.73tag: text-classification 150M — — Laptop / edge Apache 2.0 1
Qwen3-Reranker-8B Qwen structural decision-model estimate p=0.76 8.19B 40K $0.05 Single GPU Apache 2.0 1
jina-reranker-v2-base-multilingual jinaai structural decision-model estimate p=0.89tag: text-classification 278M 1K — Laptop / edge CC BY-NC 4.0 non-commercial 0
Qwen3Guard-Gen-0.6B Qwen structural decision-model estimate p=0.98 752M 32K — Laptop / edge Apache 2.0 1
gpt-oss-safeguard-20b openai structural decision-model estimate p=0.80 21.5B 128K $0.07 Single high-end GPU Apache 2.0 2
Qwen3Guard-Gen-8B Qwen structural decision-model estimate p=0.93 8.19B 32K — Single GPU Apache 2.0 1
d1-3B LiquidAI structural tag: decision-model 3.12B — — Single GPU lfm1.0 review 0
Qwen3Guard-Gen-4B Qwen structural decision-model estimate p=0.98 4.41B 32K — Single GPU Apache 2.0 1
Intern-Decision-4B internlm structural decision-model estimate p=1.00name: Decision +1 4.54B 256K — Single GPU Apache 2.0 0
CLM-v0.1-8B Contrastive-LM structural decision-model estimate p=0.99decision catalog — — — — Apache 2.0 0
Intern-Decision-0.8B internlm structural decision-model estimate p=1.00name: Decision +1 853M 256K — Laptop / edge Apache 2.0 0
Winnow-12B EldanRing structural decision-model estimate p=0.99tag: decision-model +1 — 256K — — Apache 2.0 0
JevK5 alibiserikbay structural decision-model estimate p=1.00tag: decision-model +1 4.21B 256K — Single GPU Apache 2.0 0
Intern-Decision-2B internlm structural decision-model estimate p=1.00name: Decision +1 2.21B 256K — Single GPU Apache 2.0 0
Tev1-4B-experimental togethercomputer structural decision-model estimate p=1.00tag: decision-model +1 4.66B 256K $0.04 Single GPU Not declared review 1
Winnow-E4B EldanRing structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
Tev1-0.8B-experimental togethercomputer structural decision-model estimate p=1.00tag: decision-model +1 873M 256K — Laptop / edge Not declared review 0
xor juspay structural decision-model estimate p=1.00decision catalog 35.1B 256K — Multi-GPU node Apache 2.0 0
LFM2.5-350M-RLCD notnotsamuel structural decision-model estimate p=0.80tag: classification +1 354M 125K — Laptop / edge lfm1.0 review 0
Qwen-2.5-1B-RLCD harshatheg structural decision-model estimate p=0.99tag: classification +1 — — — — Apache 2.0 0
laya convaiinnovations structural decision-model estimate p=1.00tag: text-classification +1 421M — — Laptop / edge Apache 2.0 0
kev-4b jaredpalmer structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
openjev openjev structural decision-model estimate p=1.00tag: decision-model +1 27.4B 256K — Single high-end GPU CC BY-NC 4.0 non-commercial 0
Jev-Omni akhilaaa3 structural decision-model estimate p=1.00tag: decision-model +1 12.0B 256K — Single high-end GPU Apache 2.0 0
GLiNER2.5-Decide fastino structural decision-model estimate p=1.00tag: decision-model +1 486M — — Laptop / edge Apache 2.0 0
laya-multilingual convaiinnovations structural decision-model estimate p=1.00tag: text-classification +1 322M — — Laptop / edge Apache 2.0 0
JEV-27B autotrust structural decision-model estimate p=1.00tag: decision-model +1 26.9B 256K — Single high-end GPU Apache 2.0 0
pplx-decider-v1-27b perplexity-ai structural decision-model estimate p=1.00tag: text-classification +1 26.1B 256K — Single high-end GPU Apache 2.0 0
gliner2.5-multi-v1 fastino structural decision-model estimate p=0.99decision catalog 287M — — Laptop / edge Apache 2.0 0
Bespoke-Nimble-9B bespokelabs structural decision-model estimate p=1.00tag: text-classification +1 — — — — Apache 2.0 0
kev-9b jaredpalmer structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
kev-0.8b jaredpalmer structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
lev interfaze-ai structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
laya-typed-decisions convaiinnovations structural decision-model estimate p=1.00tag: text-classification +1 421M — — Laptop / edge Apache 2.0 0
bosun-v3.1-0.6b Hanno-Labs structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
Bespoke-Nimble-9B-v3 bespokelabs structural decision-model estimate p=1.00decision catalog — — — — CC BY-NC 4.0 non-commercial 0
gliner2.5-small-v1 fastino structural decision-model estimate p=0.99decision catalog 73.9M — — Laptop / edge Apache 2.0 0
rlcd-modernbert-151m heman10x structural decision-model estimate p=1.00tag: text-classification +1 151M — — Laptop / edge Apache 2.0 0
bosun-v3.1-1.7b Hanno-Labs structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
gliner2.5-base-v1 fastino structural decision-model estimate p=0.99decision catalog 194M — — Laptop / edge Apache 2.0 0
system-one-mini DavidHatley structural decision-model estimate p=1.00decision catalog 69.3M — — Laptop / edge Apache 2.0 0
LFM2.5-2.6B-RLCD monotykamary structural decision-model estimate p=0.94tag: classification +1 2.70B 128K — Single GPU lfm1.0 review 0
system-one-qwen3.5-4b-scorer-v2b pngwn structural decision-model estimate p=1.00decision catalog — — — — CC BY-NC 4.0 non-commercial 0
NanoJev C-Tianyu structural decision-model estimate p=1.00tag: decision-model +1 — — — — Not declared review 0
this-that-model-1.0 flock-io structural decision-model estimate p=1.00tag: text-classification +1 1.88B 256K — Single GPU MIT 0
decider-35b-a3b-nvfp4 Mapika structural decision-model estimate p=1.00tag: decision-model +1 17.9B (3B active) 256K — Single high-end GPU Apache 2.0 0
Solomon DoccyHealth structural decision-model estimate p=1.00tag: text-classification +1 — — — — Apache 2.0 0
metask-jev-4b-policy-mix wayfind structural decision-model estimate p=1.00tag: text-classification +1 4.54B 256K — Single GPU Apache 2.0 0
sokudan-ja-310m GeneLab structural decision-model estimate p=1.00tag: text-classification +1 315M — — Laptop / edge Apache 2.0 0
rune-26b-a4b-GGUF surogate structural decision-model estimate p=0.91tag: decision-model +1 25.8B — — Single high-end GPU Apache 2.0 0
mojev MoLeMo-Lab structural decision-model estimate p=1.00tag: text-classification +1 854M — — Laptop / edge MIT 0
Bespoke-Nimble-9B-v2 bespokelabs structural decision-model estimate p=1.00tag: classification +1 — — — — Apache 2.0 0
NeoHorse-Jev-4B TokenRhythm structural decision-model estimate p=1.00tag: decision-model +1 — — — — Apache 2.0 0
this-that-model-1.2 flock-io structural decision-model estimate p=1.00tag: text-classification +1 1.88B 256K — Single GPU MIT 0
jpt-0.8b kirp structural decision-model estimate p=1.00tag: decision-model +1 853M 256K — Laptop / edge CC BY-NC 4.0 non-commercial 0
hopper-g HopitAI structural decision-model estimate p=1.00tag: classification +1 — — — — Research / non-commercial… non-commercial 0

Most-shared on this job

Links about these models ranked by how many newsletters and link sources shared them in the last 28 days; each source counts once.All links

  1. Shared by 3
    Open d1: Edge decision models for text, vision, and audioTLDR AI, AI Breakfast, Turing PostAbout d1-3B
    liquid.ai · first seen 2026-10-08
  2. Shared by 2
    Introducing Strands Decider 2B: a small, open source, decision modelTLDR AI, TheSequenceAbout decider-2b
    strandsagents.com · first seen 2026-10-02
  3. Shared by 1
    Liquid AI launched RIPL, a sub-50ms inference engine for LFM2.5 models on NVIDIA GPUs.AlphaSignalAbout LFM2.5-350M-RLCD, LFM2.5-2.6B-RLCD (series match)
    liquid.ai · first seen 2026-10-22
  4. Shared by 1
    I added LiquidAI’s d1-3B decision model to my hacked TV so I can talk to itLatent Space / AINewsAbout d1-3B
    reddit.com · first seen 2026-10-20
  5. Shared by 1
    Liquid d1-3B: 35 ms per image on Jetson Thor (@TheTuringPost).Latent Space / AINewsAbout d1-3B
    x.com · first seen 2026-10-13

How to read this

  • measured a third-party leaderboard row for this model. Settings (agent harness, edit format, prompt) differ between boards; compare within a benchmark, not across.
  • author-reported a number the model author published in the card or eval files. Not reproduced by us.
  • structural a deterministic signal from the name, config or chat template, or a decision-model estimate. A weak signal: it says the model was built or tagged for the job, not how well it does it. "decision-model estimate" chips are a probability from the Jev decision model, not a measurement.
  • Runs on is the memory class of the BF16 weights (method); choosing a class shows that class and smaller. Quantized builds may fit a class lower.
  • Price from is the cheapest observed hosted input price, USD per million tokens; models with no observed price are hidden when a ceiling is set. License friction: permissive = none or attribution-only; high = non-commercial.
  • Ordering within a tier is the watch-list score (Hub likes, downloads, recency), not a quality verdict.

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