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google/gemma-2-2b-it enhanced with LoRA adapters. It specializes in medical question answering and clinical reasoning using structured, step-by-step thought processes.FreedomIntelligence/medical-o1-reasoning-SFT<think> tags to enhance reasoning clarity⚠️ Disclaimer: This model is not intended for real-world clinical use without expert validation. It is a research-grade assistant only.
google/gemma-2-2b-itr=8, alpha=16, dropout=0.05transformers, PEFT, TRL (SFTTrainer)nf4 for efficient inference using bitsandbytes1You are a helpful and knowledgeable AI medical assistant.
2
3### Question:
4{medical_question_here}
5
6### Response:
7<think>
8{step-by-step_reasoning}
9</think>
10{final_answer}
11
12- **Developed by:** [More Information Needed]
13- **Funded by [optional]:** [More Information Needed]
14- **Shared by [optional]:** [More Information Needed]
15- **Model type:** [More Information Needed]
16- **Language(s) (NLP):** [More Information Needed]
17- **License:** [More Information Needed]
18- **Finetuned from model [optional]:** [More Information Needed]
19
20### Model Sources [optional]
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22<!-- Provide the basic links for the model. -->
23
24- **Repository:** [More Information Needed]
25- **Paper [optional]:** [More Information Needed]
26- **Demo [optional]:** [More Information Needed]
27
28## Uses
29
30<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
31
32### Direct Use
33
34<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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36[More Information Needed]
37
38### Downstream Use [optional]
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40<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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42[More Information Needed]
43
44### Out-of-Scope Use
45
46<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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48[More Information Needed]
49
50## Bias, Risks, and Limitations
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52<!-- This section is meant to convey both technical and sociotechnical limitations. -->
53
54[More Information Needed]
55
56### Recommendations
57
58<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
59
60Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
61
62## How to Get Started with the Model
63
64Use the code below to get started with the model.
65
66[More Information Needed]
67
68## Training Details
69
70### Training Data
71
72<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
73
74[More Information Needed]
75
76### Training Procedure
77
78<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
79
80#### Preprocessing [optional]
81
82[More Information Needed]
83
84
85#### Training Hyperparameters
86
87- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
88
89#### Speeds, Sizes, Times [optional]
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91<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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93[More Information Needed]
94
95## Evaluation
96
97<!-- This section describes the evaluation protocols and provides the results. -->
98
99### Testing Data, Factors & Metrics
100
101#### Testing Data
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103<!-- This should link to a Dataset Card if possible. -->
104
105[More Information Needed]
106
107#### Factors
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109<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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111[More Information Needed]
112
113#### Metrics
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115<!-- These are the evaluation metrics being used, ideally with a description of why. -->
116
117[More Information Needed]
118
119### Results
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121[More Information Needed]
122
123#### Summary
124
125
126
127## Model Examination [optional]
128
129<!-- Relevant interpretability work for the model goes here -->
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131[More Information Needed]
132
133## Environmental Impact
134
135<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
136
137Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
138
139- **Hardware Type:** [More Information Needed]
140- **Hours used:** [More Information Needed]
141- **Cloud Provider:** [More Information Needed]
142- **Compute Region:** [More Information Needed]
143- **Carbon Emitted:** [More Information Needed]
144
145## Technical Specifications [optional]
146
147### Model Architecture and Objective
148
149[More Information Needed]
150
151### Compute Infrastructure
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153[More Information Needed]
154
155#### Hardware
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157[More Information Needed]
158
159#### Software
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161[More Information Needed]
162
163## Citation [optional]
164
165<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
166
167**BibTeX:**
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170
171**APA:**
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174
175## Glossary [optional]
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177<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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179[More Information Needed]
180
181## More Information [optional]
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183[More Information Needed]
184
185## Model Card Authors [optional]
186
187[More Information Needed]
188
189## Model Card Contact
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191[More Information Needed]