# parasail-ai/GritLM-7B-vllm

Model from Hugging Face for text generation: parasail-ai/GritLM-7B-vllm · pytorch

## Facts

- Type: LLM
- Task: text-generation
- Framework: pytorch
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/parasail-ai/GritLM-7B-vllm
- Hosting: hosted (9 files)
- Files: 9 hosted of 19 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 9 files, 14.5 GB
- Full repo upstream: 29 GB
- Recommended file: 29 GB (7 files)
- Parameters: 7B
- Download: https://huggingbay.xyz/artifact/hf-model-parasail-ai-gritlm-7b-vllm/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-parasail-ai-gritlm-7b-vllm/download-plan)
- Per-file SHA-256: available for 9 of 9 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-parasail-ai-gritlm-7b-vllm/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 45205
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for parasail-ai/GritLM-7B-vllm. Task: text generation. Library: pytorch. Datasets referenced by card metadata: GritLM/tulu2. Includes 12 model-card evaluation signals. Popularity signal at import: 2,762 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: pytorch
- Task categories: text-generation
- Referenced datasets: GritLM/tulu2
- Paper ids: 2402.09906
- Model-index entries: GritLM-7B
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- MTEB AmazonCounterfactualClassification (en): accuracy = 81.17910447761194 (Classification)
- MTEB AmazonCounterfactualClassification (en): ap = 46.26260671758199 (Classification)
- MTEB AmazonCounterfactualClassification (en): f1 = 75.44565719934167 (Classification)
- MTEB AmazonPolarityClassification: accuracy = 96.5161 (Classification)
- MTEB AmazonPolarityClassification: ap = 94.79131981460425 (Classification)
- MTEB AmazonPolarityClassification: f1 = 96.51506148413065 (Classification)
- MTEB AmazonReviewsClassification (en): accuracy = 57.806000000000004 (Classification)
- MTEB AmazonReviewsClassification (en): f1 = 56.78350156257903 (Classification)
- MTEB ArguAna: map_at_1 = 38.478 (Retrieval)
- MTEB ArguAna: map_at_10 = 54.955 (Retrieval)

## Referenced Data

- Dataset: GritLM/tulu2
- Paper: 2402.09906

## File Hints

- .gitattributes (1.5 KB)
- README.md (62 KB)
- config.json (934 B)
- dataset_num_samples.json (932 B)
- generation_config.json (111 B)
- model-00001-of-00003.safetensors (4.6 GB) LFS
- model-00002-of-00003.safetensors (4.7 GB) LFS
- model-00003-of-00003.safetensors (4.2 GB) LFS
- model.safetensors.index.json (23 KB)
- modeling_gritlm7b.py (64 KB)
- pytorch_model-00001-of-00003.bin (4.6 GB) LFS
- pytorch_model-00002-of-00003.bin (4.7 GB) LFS

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-22T06:35:39.895Z.
- Open license detected as apache-2.0.
- Model-index metadata found for GritLM-7B.
- Model card references dataset context: GritLM/tulu2.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-parasail-ai-gritlm-7b-vllm
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- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-parasail-ai-gritlm-7b-vllm/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-parasail-ai-gritlm-7b-vllm/distribution
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- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-parasail-ai-gritlm-7b-vllm/download-plan
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- Request mirror: not applicable.
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