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K2 Horizon 3.7B

Institute of Foundation ModelsOpen WeightApache 2.0 · Usage Commercial

Description

K2 Horizon 3.7B is the small dense member of IFM's (MBZUAI) fully open K2 Horizon family: a 3.7B-core decoder-only reasoning model (36 layers; about 5.1B parameters in the released safetensors including its 250K-token vocabulary embeddings) pretrained on 22.9T tokens, with a native 524,288-token (512K) context window from midtraining onward. Text in, text out, with per-request reasoning effort (high recommended) and JSON/XML tool-call formats. Released 2026-09-03 under Apache 2.0; on 2026-10-01 the main branch was updated to an anti-doom-loop (FTPO) checkpoint, and the model-card scores were refreshed on 2026-10-28 (they differ from the launch-blog figures). BF16 weights plus a GGUF build, intermediate checkpoints, training data, code, and logs. No priced provider is cataloged yet.

Date de sortie
2026-09-03
Paramètres
3.7B
Longueur du contexte
—
Modalités
—

Radar de capacités

50
general
40
coding
40
reasoning
43
scienceest.
40
agents
10
multimodal

Science est estimé à partir des scores scientifiques de LLM Stats ou du raisonnement lorsque les benchmarks scientifiques dédiés ne sont pas disponibles.

Classements

Domaine#RangScoreSource
Capacité agentique72
47.0
LS

Scores de benchmarks (LLM Stats)

(LLM Stats (zeroeval))

Agents

Tau3 Banking17.7%Aut.

Math

HMMT Feb 2675.2%Aut.

Reasoning

GPQANYU + Cohere + Anthropic (2023)68.9%Aut.
SWE-Bench Verified65.6%Aut.
Terminal-Bench 2.139.7%Aut.
SciCode25.8%Aut.
Humanity's Last Exam14.0%Aut.

Tool Calling

BFCL-V464.6%Aut.

Indices d'évaluation AA

(Artificial Analysis)

Aucune donnée d'évaluation AA disponible

Scores par catégorie LLM Stats

(LLM Stats (zeroeval))
Frontend Development
70
Physics
50
General
50
Biology
50
Chemistry
50
Math
40
Reasoning
40
Agents
40
Code
40
Tool Calling
40
Vision
10

Tarification

Aucune donnée de prix disponible

Vitesse

Aucune donnée de vitesse disponible

Classement des Prix par Fournisseur

Aucune donnée de fournisseur disponible

Sources externes