Model weights for a replication archive
This repository holds the exact model files behind the self-hosted results of the paper "Reproducible LLM-Based Measurement Depends on the Serving Stack". Each folder is one model as it was served by Ollama release 0.24.0: the Ollama manifest, byte for byte, and every blob the manifest names.
Verify
The SHA-256 of each folder's manifest file is the model digest recorded in every call record of the replication archive and printed in the paper's online appendix. Each blob is stored under its own SHA-256 (blobs/sha256-<hex>), so hashing a blob and comparing with its file name verifies it.
sha256sum qwen3.5-9b/manifest
sha256sum qwen3.5-9b/blobs/*
Run in Ollama
Copy the manifest to ~/.ollama/models/manifests/registry.ollama.ai/library/<name>/<tag> (for qwen3.5-9b: library/qwen3.5/9b) and the blobs to ~/.ollama/models/blobs/, then run ollama run <name>:<tag>. The paper's primary settings are temperature 0, top_p 1, top_k 1, seed 42, a 32,768-token context, and a 512-token output cap unless the archive records otherwise for a model.
Contents
| Folder | Ollama model | Weight format | Licence |
|---|---|---|---|
qwen3.5-0.8b |
qwen3.5:0.8b |
Q8_0 GGUF | Apache-2.0 |
qwen3.5-9b |
qwen3.5:9b |
Q4_K_M GGUF | Apache-2.0 |
qwen3.5-35b |
qwen3.5:35b |
Q4_K_M GGUF | Apache-2.0 |
qwen3.6-27b |
qwen3.6:27b |
Q4_K_M GGUF | Apache-2.0 |
gemma4-31b |
gemma4:31b |
Q4_K_M GGUF | Apache-2.0 |
granite4.1-8b |
granite4.1:8b |
Q4_K_M GGUF | Apache-2.0 |
granite4.1-30b |
granite4.1:30b |
Q4_K_M GGUF | Apache-2.0 |
nemotron-3-nano-30b |
nemotron-3-nano:30b |
Q4_K_M GGUF | NVIDIA Nemotron Open Model License |
ministral-3-14b |
ministral-3:14b |
Q4_K_M GGUF | Apache-2.0 |
gpt-oss-20b |
gpt-oss:20b |
MXFP4 GGUF | Apache-2.0 |
Licences
Each model keeps its upstream licence, and the licence text Ollama distributes with the model is included in its folder as the blob of media type application/vnd.ollama.image.license. Nine models are released under Apache-2.0. nemotron-3-nano:30b is released under the NVIDIA Nemotron Open Model License, whose text is in its folder. These files are redistributed unmodified.