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| # Frozen model protocol and environment | |
| `protocol/prompt.json` holds the exact user prompt template and requested JSON | |
| schema. Present one image and the unchanged source question independently; | |
| group states only after inference. All six reported configurations used | |
| temperature 0 and a 512-token output cap through vLLM-based serving. The saved | |
| analysis treats them as serving configurations; it does not equate API and | |
| local checkpoint revisions that lack matching provenance. | |
| | Scoring key | Paper name | Model identifier | | |
| |---|---|---| | |
| | `qwen38-flash-next` | Qwen 3.8 Flash Next | `Qwen/Qwen3.8-Flash-Next` | | |
| | `gemma4-31b-it` | Gemma 4 31B | `google/gemma-4-31B-it` | | |
| | `qwen` | Qwen 3.8 27B | `Qwen/Qwen3.8-27B-FP8` | | |
| | `gemma4-26b-a4b-it` | Gemma 4 26B A4B | `google/gemma-4-26B-A4B-it` | | |
| | `glm` | GLM 5.3 Flash | `GLM-5.3-Flash` | | |
| | `molmo2-8b` | Molmo2-8B | `allenai/Molmo2-8B` | | |
| In `inputs/crossdomain/`, `qwen` is named `qwen3.8-27b-fp8` and `glm` is named | |
| `GLM-5.3-Flash`. Each configuration contributes 5,000 chart and 7,000 scene | |
| responses. The 11 terminal invalids comprise eight chart outputs from Molmo2 | |
| and one CLEVR output each from Qwen Next, Qwen 27B and Gemma 26B. All GQA final | |
| responses are schema-valid. | |
| Qwen 27B scene outputs combine 2,425 preserved bridge responses and 4,575 local | |
| FP8 fallback responses. The local fallback's model revision and serving settings | |
| are in `inputs/crossdomain/qwen-backend-provenance.json`. The bridge checkpoint | |
| revision is unknown. Mixed-backend question groups are retained and reported; | |
| do not interpret a backend difference as a causal model/domain effect. | |
| The verified **CPU reproduction** environment is pinned in `requirements.txt` | |
| and `protocol/verified-runtime.json`. It reproduces statistics and validates | |
| the packaged evidence; it is not claimed to be every model's inference | |
| environment. Available historical inference revisions/versions and decoding | |
| settings are recorded in `INFERENCE_ENVIRONMENTS.json`; unknown | |
| values stay unknown. No model weights, API credentials or generation traces | |
| are included, and preparing this release ran no new inference. | |
| For future GPU replication, start with a small preflight and record GPU memory, | |
| utilization and throughput. The original local runners used vLLM where supported, | |
| `gpu_memory_utilization=0.90`, greedy decoding, and model-native image processing. | |
| Batching/parallelism and backend-specific compatibility affect the runtime; | |
| the frozen results can be reproduced from the supplied scoring records without | |
| access to any original endpoint. | |
| Strict scene answers normalize rational numbers, Unicode NFKC, case and spaces | |
| only. Invalid outputs fail full-denominator scores and all-sibling group success. | |
| All post-hoc strata, class-balanced metrics and bootstrap settings retain their | |
| descriptive status. The finite-program construction records are independent of | |
| the six-configuration model response denominator. | |