commit 814da401f5cfc73cc8528041e1588650178cea6a
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Tue Sep 1 15:14:16 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: ledgergap/Pollux-4B-Judge-GGUF
    Source: Original Platform

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+---
+license: mit
+
+language:
+- ru
+
+base_model: ai-forever/Pollux-4B-Judge
+
+base_model_relation: quantized
+
+library_name: gguf
+
+pipeline_tag: text-generation
+
+tags:
+
+- gguf
+
+- llama.cpp
+
+- lmstudio
+
+- qwen3
+
+- pollux
+
+- russian
+
+- llm-as-a-judge
+
+- quantized
+quantized_by: ledgergap
+---
+
+# Pollux-4B-Judge GGUF
+
+This repository contains GGUF versions of [`ai-forever/Pollux-4B-Judge`](https://huggingface.co/ai-forever/Pollux-4B-Judge) for local inference with llama.cpp, LM Studio, and other GGUF-compatible runtimes.
+
+Pollux-4B-Judge is a Russian-oriented LLM-as-a-judge model based on Qwen3-4B. It is intended for evaluating model answers against a specific criterion and scoring rubric.
+
+## Files
+
+| File | Type | Quantized | Notes |
+|---|---:|---:|---|
+| `Pollux-4B-Judge.BF16.gguf` | BF16 GGUF conversion | No | High-precision reference version |
+| `Pollux-4B-Judge.Q8_0.gguf` | Q8_0 GGUF quantization | Yes | High-quality quantized version |
+
+## Which file should I use?
+
+Use `Pollux-4B-Judge.BF16.gguf` if you want the highest-quality reference version.
+
+Use `Pollux-4B-Judge.Q8_0.gguf` if you want a practical local version with lower memory usage and minimal expected quality loss.
+
+## Recommended inference settings
+
+For judge-style usage, the original model card uses:
+
+| Setting | Value |
+|---|---:|
+| Temperature | `0.0` |
+| Max tokens | `512` |
+
+For local GGUF inference, choose a context length large enough to fit the full evaluation prompt: instruction, reference answer, evaluated answer, criterion, and rubric. A practical starting point is `8192`, but this is a local runtime recommendation rather than an official value from the original model card.
+
+The model is intended to evaluate one criterion per request.
+
+## Prompt format
+
+Recommended prompt structure:
+
+```text
+### Задание для оценки:
+{instruction}
+
+### Эталонный ответ:
+{reference_answer}
+
+### Ответ для оценки:
+{answer}
+
+### Критерий оценки:
+{criterion}
+
+### Шкала оценивания по критерию:
+{rubric}
+```
+
+## Use with llama.cpp
+
+BF16:
+
+```bash
+llama-server -hf ledgergap/Pollux-4B-Judge-GGUF:BF16 -c 8192 -ngl 99
+```
+
+Q8_0:
+
+```bash
+llama-server -hf ledgergap/Pollux-4B-Judge-GGUF:Q8_0 -c 8192 -ngl 99
+```
+
+## Use with LM Studio
+
+Open LM Studio and paste this repository URL into the model search/download field:
+
+```text
+https://huggingface.co/ledgergap/Pollux-4B-Judge-GGUF
+```
+
+Then select either the BF16 or Q8_0 GGUF file.
+
+## Original model
+
+Original model: [`ai-forever/Pollux-4B-Judge`](https://huggingface.co/ai-forever/Pollux-4B-Judge)
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