SemanticCite-Checker-Qwen3-4B

A fine-tuned Qwen3-4B model specialized for citation verification and reference checking. This model analyses citation claims against reference text snippets and provides structured JSON output with classification, reasoning, and confidence scores.

Model Details

Model Description

This model is designed to verify the accuracy of citation claims by comparing them against reference text snippets. It classifies citations into four categories (SUPPORTED, PARTIALLY_SUPPORTED, UNSUPPORTED, UNCERTAIN) and provides detailed reasoning with confidence scores in structured JSON format.

• Developed by: Sebastian Haan
• Model type: Causal Language Model (Fine-tuned)
• Language(s) (NLP): English
• License: MIT
• Finetuned from model: unsloth/Qwen3-4B-unsloth-bnb-4bit

Uses

Direct Use

This model is intended for:

• Academic semantic citation verification
• Citation contectual understanding
• Automated reference validation in scholarly writing

Out-of-Scope Use

This model should not be used for:

• General text classification tasks outside of citation verification
• Legal document verification (requires domain-specific expertise)
• Medical or health-related claim verification
• Decision-making in high-stakes scenarios without human oversight