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Open-weight model

jev-japanese-judgment

by Yuki Fukaya fukayatti0/jev-japanese-judgment

jev-japanese-judgment is an open-weight model from Yuki Fukaya, released under other. Its published files total 7.0 GB.

LiquidAI/LFM2.5-1.2B-JP-202606 をバックボーンに、文脈と候補群から型付きの判定+確率を直接返す 「Jev」スタイルの判定モデル。自己回帰的な文章生成の代わりに、lmhead を 候補ごとにスコアリングするカスタムヘッド(cross-encoder型)に差し替えている。 - バックボーン: LiquidAI/LFM2.5-1.2B-JP-202606 (凍結、LoRAで適応) - ヘッド: 各候補を [context][question][candidatei] としてエンコードし、…

Parameters—
Context—
Weights7.0 GB
Licenseother
AccessOpen weights
Monthly Downloads—

Model Card

LiquidAI/LFM2.5-1.2B-JP-202606 をバックボーンに、文脈と候補群から型付きの判定+確率を直接返す 「Jev」スタイルの判定モデル。自己回帰的な文章生成の代わりに、lmhead を 候補ごとにスコアリングするカスタムヘッド(cross-encoder型)に差し替えている。 - バックボーン: LiquidAI/LFM2.5-1.2B-JP-202606 (凍結、LoRAで適応) - ヘッド: 各候補を [context][question][candidatei] としてエンコードし、 最終トークンのhidden stateをMLPでスコア化、候補間でsoftmaxを取って 標準の transformers アーキテクチャではないため、AutoModelForCausalLM 等 https://github.com/fukayatti/jev-japanese-judgment fukayatti0/jev-japanese-judgment (JCommonsenseQA / chABSA-dataset / JSNLI をJev形式に変換し、LLM拡張・ sourcedataset間のリバランスを行ったもの) 学習に一度も使っていない分割で評価している(JCommonsenseQA validation / chABSA test / JSNLI dev、 各タスク最大400件)。chABSAのtestは文単位の分割のため、同じ企業文書の別文が学習に含まれる可能性がある。 参考: 学習に使ったデータの一部を抜き出した評価では accuracy…

Excerpt from the card by Yuki Fukaya, licensed other.

Identity and Version

Repository
fukayatti0/jev-japanese-judgment
Publisher
Yuki Fukaya
Task
Not stated by the source
Modality
Other
Library
peft
Parameters
Not stated by the source
Languages
ja
Revision
fdae208ea5e435b1992fecdef8a4cb02c9a6bcaf
First published
2026-09-23
Last updated
2026-09-25

Files and Weights

17 files, 7.0 GB in total. The weights are 11 files totalling 7.0 GB in gguf, npz, pt, safetensors.

Weights11 files · 7.0 GB
Configuration2 files · 1.2 KB
Documentation2 files · 11.7 KB
Other1 file · 436.8 KB
Repository1 file · 1.9 KB
Every file
FileTypeSizeSHA-256
gguf/head.npzWeights4.2 MB f63f34103378
gguf/jev-Q4_0.ggufWeights695.8 MB c03dcea7dadf
gguf/jev-Q4_K_M.ggufWeights730.9 MB 82aa1bedac69
gguf/jev-Q8_0.ggufWeights1.2 GB a5fbdfef892e
gguf/jev-lora-f16.ggufWeights6.5 MB 808ca7cf2e0a
gguf/lfm2-base-Q4_0.ggufWeights695.8 MB 5388b6b9e29c
gguf/lfm2-base-Q4_K_M.ggufWeights730.9 MB a059d087587a
gguf/lfm2-base-Q8_0.ggufWeights1.2 GB f4fd8448ddcf
head.ptWeights2.1 MB b8f9823dd457
lora/adapter_model.safetensorsWeights13.0 MB 6a253495acc5
quantized/model.ptWeights1.6 GB d8009b5575f6
lora/adapter_config.jsonConfiguration1.2 KB —
meta.jsonConfiguration23 B —
README.mdDocumentation6.5 KB —
lora/README.mdDocumentation5.2 KB —
eval/clean_eval.jsonlOther436.8 KB —
.gitattributesRepository1.9 KB —

License and Download

License
other
Access
Open weights, no gate
Download size
7.0 GB
Download from Yuki Fukaya

Released by Yuki Fukaya through its official repository on Hugging Face. Read the license.

Built From

  • Adapter of LiquidAI/LFM2.5-1.2B-JP-202606
  • Derived from LiquidAI/LFM2.5-1.2B-JP-202606

Memory Requirements

PrecisionWeights in memory
As published7.0 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About jev-japanese-judgment

What license is jev-japanese-judgment released under?

other, as its publisher declares it. Read the license text before commercial use.