Axel Delaval
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Parent(s):
Initial clean commit: all files at root with proper LFS tracking
Browse files- .gitattributes +5 -0
- README.md +68 -0
- adapter_config.json +3 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +3 -0
- chat_template.jinja +89 -0
- merges.txt +3 -0
- special_tokens_map.json +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +3 -0
- training_args.bin +3 -0
- vocab.json +3 -0
.gitattributes
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.json filter=lfs diff=lfs merge=lfs -text
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*.txt filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen3-0.6B
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tags:
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- legal
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- sft
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- lora
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- trl
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- eula
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datasets:
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- AxelDlv00/EULAI
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language:
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- fr
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pipeline_tag: text-generation
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---
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# EULAI - Fine-tuned Qwen3-0.6B for EULA Analysis
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This model is a fine-tuned version of **Qwen/Qwen3-0.6B** using the **LoRA (Low-Rank Adaptation)** method. It specializes in analyzing contracts (EULAs) and privacy policies to extract structured risk-based summaries.
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## Training Configuration
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Details extracted from the training configuration:
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- **Base Model**: `Qwen/Qwen3-0.6B`
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- **Method**: PEFT / LoRA
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- **LoRA Hyperparameters**:
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- `r`: 16
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- `alpha`: 32
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- `dropout`: 0.05
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- `target_modules`: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj
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- **Training**:
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- `epochs`: 3
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- `learning_rate`: 1e-4
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- `max_length`: 2048
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- `packing`: True
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## Usage (Inference)
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To use this model, you need to load the adapter on top of the original base model.
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```python
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from peft import PeftModel
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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model_id = "Qwen/Qwen3-0.6B"
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adapter_id = "AxelDlv00/EULAI-Qwen3-0.6B-SFT"
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tokenizer = AutoTokenizer.from_pretrained(adapter_id)
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model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.bfloat16, device_map="auto")
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model = PeftModel.from_pretrained(model, adapter_id)
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prompt = "We collect your GPS data continuously even when the application is closed."
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messages = [{"role": "user", "content": prompt}]
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inputs = tokenizer.apply_chat_template(messages, add_generation_prompt=True, return_tensors="pt").to("cuda")
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outputs = model.generate(**inputs, max_new_tokens=512, temperature=0.1)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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## Output Format
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The model generates structured bullet points in this format:
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```
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- [BLOCKER/BAD/GOOD/NEUTRAL] : Title : Explanation
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```
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adapter_config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:572abc485612fde6b0515edd5e8a9925d34cc5ce22993710a2a5bc34a4ddf231
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size 1046
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3965bd58e5653f8e6dccd0a2be42b0d4c50d6534e11d8bad27899f21c8e49121
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size 40422168
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added_tokens.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
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size 707
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0].role == 'system' %}
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{{- messages[0].content + '\n\n' }}
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{%- endif %}
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{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if message.content is string %}
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{%- set content = message.content %}
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{%- else %}
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{%- set content = '' %}
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{%- endif %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is string %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in content %}
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{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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{%- set content = content.split('</think>')[-1].lstrip('\n') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if loop.last or (not loop.last and reasoning_content) %}
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>\n\n</think>\n\n' }}
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{%- endif %}
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{%- endif %}
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merges.txt
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version https://git-lfs.github.com/spec/v1
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oid sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
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size 1671853
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special_tokens_map.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
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size 613
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
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size 11422654
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tokenizer_config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:74daa41f95613a4fb144c7183ba826bbdc36bec1f39a36a57422598e62fe3a31
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size 5406
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:4ddd5f31b76b93f0f5dec227353a1dd1f51750bfa7c80909a4eff935ad05158e
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size 6353
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vocab.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
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size 2776833
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