Trialmatchai Gemma2 Reranker LoRA
A LoRA adapter for the google/gemma-2-2b family, fine-tuned for the second-level criterion reranking stage of TrialMatchAI, an end-to-end system that matches patients to the clinical trials they are eligible for.
Source du modèle
- Type
- Other
- Taille du fichier
- 24,4 MB
- Modèle de base
- google/gemma-2-2b
- Version
- vRevision 3118ba7
- Mis à jour
- 20 oct. 2026
- Téléchargements
- 19
- Source
- Hugging Face
Description de la source
TrialMatchAI · gemma-2-2b criterion reranker adapter (LoRA)
A LoRA adapter for the google/gemma-2-2b family, fine-tuned for the second-level criterion reranking stage of TrialMatchAI, an end-to-end system that matches patients to the clinical trials they are eligible for.
After first-level retrieval surfaces candidate trials, this adapter scores each (patient, trial criterion) pair so the most relevant trials are reranked to the top and shortlisted for the downstream eligibility-reasoning stage.
Usage
TrialMatchAI loads this adapter automatically. In config.json it sits on top of the instruct base:
"reranker_model_path": "google/gemma-2-2b-it",
"reranker_adapter_path": "majdabd33/trialmatchai-gemma2-reranker-lora"
It downloads on first use, so no separate model download step is needed. See the TrialMatchAI repository for the full pipeline and configuration.
Base model and license
This is an adapter of google/gemma-2-2b, governed by the
Gemma license; accept it on the base model page before use. For
research and informational use only. It is not medical advice, not a medical device, and must not
replace review by qualified healthcare professionals.
Citation
Abdallah, M. et al. TrialMatchAI: an end-to-end AI-powered clinical trial recommendation system to streamline patient-to-trial matching. Nature Communications 17, 4472 (2026). https://doi.org/10.1038/s41467-026-70509-w
Sources
1 source
Sources
1 sourceVérifié 20 oct.
Artefacts du modèle
1 artefact
Artefacts du modèle
1 artefactadapter_model.safetensors
safetensors · 24,4 MB · SHA-256 851aeb9f82db…770a · Hugging Face
Download fileExtraits de sources
3 extraits
Extraits de sources
3 extraits--- base_model: google/gemma-2-2b library_name: peft pipeline_tag: text-generation license: gemma tags: - clinical-trials - patient-matching - reranking - lora - trialmatchai --- # TrialMatchAI · gemma-2-2b criterion reranker adapter (LoRA) A LoRA adapter for the [google/gemma-2-2b](https://huggingface.co/google/gemma-2-2b) family, fine-tuned for the second-level **criterion reranking** stage of [TrialMatchAI](https://github.com/cbib/TrialMatchAI), an end-to-end system that matches patients to the clinical trials they are eligible for. After first-level retrieval surfaces candidate trials, this adapter scores each (patient, trial criterion) pair so the most relevant trials are reranked to the top and shortlisted for the downstream eligibility-reasoning stage. ## Usage TrialMatchAI loads this adapter automatically. In `config.json` it sits on top of the instruct base: ```json "reranker_model_path": "google/gemma-2-2b-it", "reranker_adapter_path": "majdabd33/trialmatchai-gemma2-reranker-lora" ``` It downloads on first use, so no separate model download step is needed. See the [TrialMatchAI repository](https://github.com/cbib/TrialMatchAI) for the full pipeline and configuration. ## Base model and license This is an adapter of `google/gemma-2-2b`, governed by the [Gemma license](https://ai.google.dev/gemma/terms); accept it on the base model page before use. For **research and informational use only**. It is not medical advice, not a medical device, and must not replace review by qualified healthcare professionals. ## Citation > Abdallah, M. *et al.* TrialMatchAI: an end-to-end AI-powered clinical trial recommendation system to > streamline patient-to-trial matching. *Nature Communications* **17**, 4472 (2026). > https://doi.org/10.1038/s41467-026-70509-w
Source context: 19 downloads · 0 likes · Pipeline text-generation · Library peft · Repo majdabd33/trialmatchai-gemma2-reranker-lora
Source context: 32 downloads · 0 likes · Pipeline text-generation · Library peft · Repo majdabd33/trialmatchai-gemma2-reranker-lora
