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Model: neulab/SP3F-7B Source: Original Platform
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153
README.md
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README.md
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---
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license: mit
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datasets:
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- neulab/SP3F-Training-Data
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base_model:
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- Qwen/Qwen2.5-7B
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pipeline_tag: text-generation
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language:
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- ar
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- bn
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- de
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- en
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- es
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- fr
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- hi
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- id
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- it
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- ja
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- ko
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- pt
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- ru
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- sw
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- te
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- th
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- yo
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- zh
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---
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# SP3F-7B
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SP3F-7B is a multilingual model trained with Self-Play with Privileged Pairwise Feedback, we use Qwen2.5-7B as our base.
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<table>
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<thead>
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<tr>
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<th rowspan="2">Model</th>
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<th colspan="2">Overall</th>
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<th colspan="2">MGSM</th>
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<th colspan="2">MT Math100</th>
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<th colspan="2">Belebele</th>
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<th colspan="2">Global MMLU Lite</th>
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</tr>
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<tr>
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<th>Acc</th>
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<th>Lang</th>
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<th>Acc</th>
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<th>Lang</th>
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<th>Acc</th>
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<th>Lang</th>
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<th>Acc</th>
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<th>Lang</th>
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<th>Acc</th>
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<th>Lang</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>Qwen2.5-7B</td>
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<td>14.79</td>
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<td>78.78</td>
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<td>22.15</td>
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<td>90.67</td>
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<td>21.16</td>
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<td>58.22</td>
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<td>7.52</td>
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<td>80.39</td>
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<td>8.34</td>
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<td>85.85</td>
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</tr>
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<tr>
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<td> + SFT</td>
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<td>21.70</td>
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<td>82.11</td>
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<td>33.66</td>
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<td>91.37</td>
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<td>26.72</td>
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<td>58.26</td>
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<td>12.94</td>
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<td>89.18</td>
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<td>13.48</td>
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<td>89.62</td>
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</tr>
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<tr>
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<td> + RLVR</td>
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<td><u>57.79</u></td>
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<td><b>96.09</b></td>
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<td>65.34</td>
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<td><b>99.75</b></td>
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<td>44.50</td>
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<td><b>86.10</b></td>
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<td><b>68.18</b></td>
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<td><u>98.73</u></td>
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<td><u>53.15</u></td>
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<td><b>99.78</b></td>
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</tr>
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<tr>
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<td><b>SP3F-7B</b></td>
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<td><b>61.91</b></td>
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<td><u>95.35</u></td>
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<td><b>72.50</b></td>
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<td><u>99.38</u></td>
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<td><u>56.84</u></td>
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<td><u>82.93</u></td>
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<td><u>67.54</u></td>
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<td><b>99.65</b></td>
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<td>50.76</td>
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<td><u>99.45</u></td>
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</tr>
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<tr>
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<td>Qwen2.5-7B-Instruct</td>
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<td>55.87</td>
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<td>89.21</td>
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<td><u>66.36</u></td>
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<td>98.38</td>
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<td>52.12</td>
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<td>65.66</td>
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<td>56.79</td>
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<td>96.59</td>
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<td>48.20</td>
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<td>96.21</td>
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</tr>
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<tr>
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<td> + Translate Test</td>
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<td>57.01</td>
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<td>85.98</td>
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<td>66.15</td>
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<td>95.81</td>
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<td><b>60.08</b></td>
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<td>59.34</td>
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<td>48.09</td>
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<td>92.27</td>
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<td><b>53.73</b></td>
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<td>96.49</td>
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</tr>
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</tbody>
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</table>
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### Citation
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If you find this work helpful please use the following to cite our work.
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```
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@misc{sutawika2026gainedtranslationprivilegedpairwise,
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title={Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning},
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author={Lintang Sutawika and Gokul Swamy and Zhiwei Steven Wu and Graham Neubig},
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year={2026},
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eprint={2601.18722},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2601.18722},
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}
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```
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chat_template.jinja
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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'] }}
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{%- else %}
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{{- 'You are a helpful assistant.' }}
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{%- endif %}
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{{- "\n\n# 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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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
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{%- elif message.role == "assistant" %}
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{{- '<|im_start|>' + message.role }}
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{{- '\n' + message.content }}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{{- '\n<tool_response>\n' }}
|
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{{- '\n</tool_response>' }}
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{%- if add_generation_prompt %}
|
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config.json
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config.json
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"architectures": [
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|
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|
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|
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|
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|
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|
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|
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|
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|
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"vocab_size": 152064
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}
|
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generation_config.json
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151388
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||||
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|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151658": {
|
||||
"content": "</tool_call>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151659": {
|
||||
"content": "<|fim_prefix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151660": {
|
||||
"content": "<|fim_middle|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151661": {
|
||||
"content": "<|fim_suffix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151662": {
|
||||
"content": "<|fim_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151663": {
|
||||
"content": "<|repo_name|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151664": {
|
||||
"content": "<|file_sep|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|object_ref_start|>",
|
||||
"<|object_ref_end|>",
|
||||
"<|box_start|>",
|
||||
"<|box_end|>",
|
||||
"<|quad_start|>",
|
||||
"<|quad_end|>",
|
||||
"<|vision_start|>",
|
||||
"<|vision_end|>",
|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"bos_token": null,
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|endoftext|>",
|
||||
"errors": "replace",
|
||||
"extra_special_tokens": {},
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user