Repo · Benchmarks & research

A Decision Model as a World Model

Code, data, run logs and manuscript for a KIIS 2026 Fall Conference paper testing whether a frozen TypeSafe Jev decision model can serve as an LLM…

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From the repository

A frozen decision model (JEV) as an LLM agent's world model, compared with zero-shot and LoRA-fine-tuned generative LLMs in TextWorld. Code, logs, analysis and manuscript for KIIS 2026 Fall (oral). LLM 에이전트의 월드모델: 결정모델과 범용 LLM의 비교

decision-modeljevllm-agentsloraqwen3reproducible-researchresearch-papertextworldworld-model

How builders describe it

Code, data, run logs and manuscript for a KIIS 2026 Fall Conference paper testing whether a frozen TypeSafe Jev decision model can serve as an LLM agent's world model in TextWorld, against zero-shot and LoRA-tuned Qwen3-4B in decision-style and generative set-ups; the author reports Jev near the…

The decision Jev makes

Benchmark questions with known answers, to check accuracy and confidence.

Where it fits

Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →

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