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Model: neulab/SP3F-7B
Source: Original Platform

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README.md

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+---
+license: mit
+datasets:
+- neulab/SP3F-Training-Data
+base_model:
+- Qwen/Qwen2.5-7B
+pipeline_tag: text-generation
+language:
+- ar
+- bn
+- de
+- en
+- es
+- fr
+- hi
+- id
+- it
+- ja
+- ko
+- pt
+- ru
+- sw
+- te
+- th
+- yo
+- zh
+---
+
+
+# SP3F-7B
+
+SP3F-7B is a multilingual model trained with Self-Play with Privileged Pairwise Feedback, we use Qwen2.5-7B as our base.
+
+<table>
+  <thead>
+    <tr>
+      <th rowspan="2">Model</th>
+      <th colspan="2">Overall</th>
+      <th colspan="2">MGSM</th>
+      <th colspan="2">MT Math100</th>
+      <th colspan="2">Belebele</th>
+      <th colspan="2">Global MMLU Lite</th>
+    </tr>
+    <tr>
+      <th>Acc</th>
+      <th>Lang</th>
+      <th>Acc</th>
+      <th>Lang</th>
+      <th>Acc</th>
+      <th>Lang</th>
+      <th>Acc</th>
+      <th>Lang</th>
+      <th>Acc</th>
+      <th>Lang</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Qwen2.5-7B</td>
+      <td>14.79</td>
+      <td>78.78</td>
+      <td>22.15</td>
+      <td>90.67</td>
+      <td>21.16</td>
+      <td>58.22</td>
+      <td>7.52</td>
+      <td>80.39</td>
+      <td>8.34</td>
+      <td>85.85</td>
+    </tr>
+    <tr>
+      <td>&nbsp;&nbsp;&nbsp;&nbsp;+ SFT</td>
+      <td>21.70</td>
+      <td>82.11</td>
+      <td>33.66</td>
+      <td>91.37</td>
+      <td>26.72</td>
+      <td>58.26</td>
+      <td>12.94</td>
+      <td>89.18</td>
+      <td>13.48</td>
+      <td>89.62</td>
+    </tr>
+    <tr>
+      <td>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;+ RLVR</td>
+      <td><u>57.79</u></td>
+      <td><b>96.09</b></td>
+      <td>65.34</td>
+      <td><b>99.75</b></td>
+      <td>44.50</td>
+      <td><b>86.10</b></td>
+      <td><b>68.18</b></td>
+      <td><u>98.73</u></td>
+      <td><u>53.15</u></td>
+      <td><b>99.78</b></td>
+    </tr>
+    <tr>
+      <td><b>SP3F-7B</b></td>
+      <td><b>61.91</b></td>
+      <td><u>95.35</u></td>
+      <td><b>72.50</b></td>
+      <td><u>99.38</u></td>
+      <td><u>56.84</u></td>
+      <td><u>82.93</u></td>
+      <td><u>67.54</u></td>
+      <td><b>99.65</b></td>
+      <td>50.76</td>
+      <td><u>99.45</u></td>
+    </tr>
+    <tr>
+      <td>Qwen2.5-7B-Instruct</td>
+      <td>55.87</td>
+      <td>89.21</td>
+      <td><u>66.36</u></td>
+      <td>98.38</td>
+      <td>52.12</td>
+      <td>65.66</td>
+      <td>56.79</td>
+      <td>96.59</td>
+      <td>48.20</td>
+      <td>96.21</td>
+    </tr>
+    <tr>
+      <td>&nbsp;&nbsp;&nbsp;&nbsp;+ Translate Test</td>
+      <td>57.01</td>
+      <td>85.98</td>
+      <td>66.15</td>
+      <td>95.81</td>
+      <td><b>60.08</b></td>
+      <td>59.34</td>
+      <td>48.09</td>
+      <td>92.27</td>
+      <td><b>53.73</b></td>
+      <td>96.49</td>
+    </tr>
+  </tbody>
+</table>
+
+### Citation
+
+If you find this work helpful please use the following to cite our work.
+
+```
+@misc{sutawika2026gainedtranslationprivilegedpairwise,
+      title={Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning}, 
+      author={Lintang Sutawika and Gokul Swamy and Zhiwei Steven Wu and Graham Neubig},
+      year={2026},
+      eprint={2601.18722},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2601.18722}, 
+}
+```

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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\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>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\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" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

config.json

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+    "Qwen2ForCausalLM"
+  ],
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+  "dtype": "bfloat16",
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+  "hidden_act": "silu",
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+  "layer_types": [
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+    "full_attention",
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+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
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+    "full_attention",
+    "full_attention",
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+    "full_attention",
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+  "max_position_embeddings": 131072,
+  "max_window_layers": 28,
+  "model_type": "qwen2",
+  "num_attention_heads": 28,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 4,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
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+  "tie_word_embeddings": false,
+  "transformers_version": "4.56.2",
+  "use_cache": true,
+  "use_mrope": false,
+  "use_sliding_window": false,
+  "vocab_size": 152064
+}

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