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AI4Industry commited on
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Fix Gemma-4-31B-it result (improve token budgets to 1120)

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  1. README.md +2 -2
README.md CHANGED
@@ -133,6 +133,7 @@ We evaluated several of the latest popular MLLMs, including both closed-source a
133
  | Qwen3.5-122B-A10B | √ | Open | - | 0.9528 | 0.9580 | 0.9554 |
134
  | Qwen3.5-27B | √ | Open | - | 0.9495 | 0.9593 | 0.9544 |
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  | Seed2.0 Pro | √ | Proprietary | 20260215 | 0.9502 | 0.9561 | 0.9531 |
 
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  | Qwen3.5-35B-A3B | √ | Open | - | 0.9456 | 0.9489 | 0.9472 |
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  | Kimi K2.5 | √ | Open | - | 0.9464 | 0.9462 | 0.9463 |
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  | GPT-5.2(high) | √ | Proprietary | 20251211 | 0.9430 | 0.9462 | 0.9446 |
@@ -143,7 +144,6 @@ We evaluated several of the latest popular MLLMs, including both closed-source a
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  | Gemini-2.5-Pro | √ | Proprietary | 20250617 | 0.9095 | 0.9423 | 0.9259 |
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  | GPT-5.1(high) | √ | Proprietary | 20251113 | 0.9213 | 0.9220 | 0.9216 |
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  | GPT-5(medium) | √ | Proprietary | 20250807 | 0.9207 | 0.9226 | 0.9216 |
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- | Gemma-4-31B-it | √ | Open | - | 0.9226 | 0.9207 | 0.9216 |
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  | Qwen3-VL-235BA22B-Think | √ | Open | - | 0.9220 | 0.9134 | 0.9177 |
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  | Qwen3-VL-32B-Think | √ | Open | - | 0.9128 | 0.9161 | 0.9144 |
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  | GPT-5.1(medium) | √ | Proprietary | 20251113 | 0.9108 | 0.9141 | 0.9125 |
@@ -197,6 +197,7 @@ We also conducted separate evaluations for different task types (in RxnBench-en)
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  | Qwen3.5-122B-A10B | √ | Open | - | 0.9718 | 0.9563 | 0.9595 | 0.9583 | **0.9831** | 0.8284 |
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  | Qwen3.5-27B | √ | Open | - | 0.9718 | **0.9722** | 0.9561 | 0.9630 | 0.9492 | 0.7761 |
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  | Seed2.0 Pro | √ | Proprietary | 20260215 | 0.9560 | 0.9524 | 0.9628 | 0.9676 | 0.9322 | 0.8731 |
 
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  | Qwen3.5-35B-A3B | √ | Open | - | 0.9683 | 0.9563 | 0.9595 | 0.9491 | 0.9661 | 0.7836 |
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  | Kimi K2.5 | √ | Open | - | 0.9542 | 0.9563 | 0.9561 | 0.9630 | 0.9661 | 0.8433 |
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  | GPT-5.2(high) | √ | Proprietary | 20251211 | 0.9542 | 0.9643 | 0.9662 | 0.9491 | 0.9492 | 0.7910 |
@@ -207,7 +208,6 @@ We also conducted separate evaluations for different task types (in RxnBench-en)
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  | Gemini-2.5-Pro | √ | Proprietary | 20250617 | 0.9331 | 0.9246 | 0.9459 | 0.9491 | 0.9322 | 0.6343 |
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  | GPT-5.1(high) | √ | Proprietary | 20251113 | 0.9243 | 0.9524 | 0.9426 | 0.9167 | 0.9661 | 0.7910 |
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  | GPT-5(medium) | √ | Proprietary | 20250807 | 0.9349 | 0.9325 | 0.9493 | 0.9167 | 0.9492 | 0.7761 |
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- | Gemma-4-31B-it | √ | Open | - | 0.9401 | 0.9365 | 0.9426 | 0.9306 | 0.9153 | 0.7687 |
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  | Qwen3-VL-235BA22B-Think | √ | Open | - | 0.9190 | 0.9405 | 0.9459 | 0.9213 | 0.9322 | 0.8433 |
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  | Qwen3-VL-32B-Think | √ | Open | - | 0.9296 | 0.9405 | 0.9426 | 0.9259 | 0.9153 | 0.7015 |
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  | GPT-5.1(medium) | √ | Proprietary | 20251113 | 0.9243 | 0.9365 | 0.9426 | 0.9167 | 0.9492 | 0.7090 |
 
133
  | Qwen3.5-122B-A10B | √ | Open | - | 0.9528 | 0.9580 | 0.9554 |
134
  | Qwen3.5-27B | √ | Open | - | 0.9495 | 0.9593 | 0.9544 |
135
  | Seed2.0 Pro | √ | Proprietary | 20260215 | 0.9502 | 0.9561 | 0.9531 |
136
+ | Gemma-4-31B-it | √ | Open | - | 0.9475 | 0.9508 | 0.9492 |
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  | Qwen3.5-35B-A3B | √ | Open | - | 0.9456 | 0.9489 | 0.9472 |
138
  | Kimi K2.5 | √ | Open | - | 0.9464 | 0.9462 | 0.9463 |
139
  | GPT-5.2(high) | √ | Proprietary | 20251211 | 0.9430 | 0.9462 | 0.9446 |
 
144
  | Gemini-2.5-Pro | √ | Proprietary | 20250617 | 0.9095 | 0.9423 | 0.9259 |
145
  | GPT-5.1(high) | √ | Proprietary | 20251113 | 0.9213 | 0.9220 | 0.9216 |
146
  | GPT-5(medium) | √ | Proprietary | 20250807 | 0.9207 | 0.9226 | 0.9216 |
 
147
  | Qwen3-VL-235BA22B-Think | √ | Open | - | 0.9220 | 0.9134 | 0.9177 |
148
  | Qwen3-VL-32B-Think | √ | Open | - | 0.9128 | 0.9161 | 0.9144 |
149
  | GPT-5.1(medium) | √ | Proprietary | 20251113 | 0.9108 | 0.9141 | 0.9125 |
 
197
  | Qwen3.5-122B-A10B | √ | Open | - | 0.9718 | 0.9563 | 0.9595 | 0.9583 | **0.9831** | 0.8284 |
198
  | Qwen3.5-27B | √ | Open | - | 0.9718 | **0.9722** | 0.9561 | 0.9630 | 0.9492 | 0.7761 |
199
  | Seed2.0 Pro | √ | Proprietary | 20260215 | 0.9560 | 0.9524 | 0.9628 | 0.9676 | 0.9322 | 0.8731 |
200
+ | Gemma-4-31B-it | √ | Open | - | 0.9577 | **0.9722** | 0.9628 | 0.9630 | 0.9492 | 0.7985 |
201
  | Qwen3.5-35B-A3B | √ | Open | - | 0.9683 | 0.9563 | 0.9595 | 0.9491 | 0.9661 | 0.7836 |
202
  | Kimi K2.5 | √ | Open | - | 0.9542 | 0.9563 | 0.9561 | 0.9630 | 0.9661 | 0.8433 |
203
  | GPT-5.2(high) | √ | Proprietary | 20251211 | 0.9542 | 0.9643 | 0.9662 | 0.9491 | 0.9492 | 0.7910 |
 
208
  | Gemini-2.5-Pro | √ | Proprietary | 20250617 | 0.9331 | 0.9246 | 0.9459 | 0.9491 | 0.9322 | 0.6343 |
209
  | GPT-5.1(high) | √ | Proprietary | 20251113 | 0.9243 | 0.9524 | 0.9426 | 0.9167 | 0.9661 | 0.7910 |
210
  | GPT-5(medium) | √ | Proprietary | 20250807 | 0.9349 | 0.9325 | 0.9493 | 0.9167 | 0.9492 | 0.7761 |
 
211
  | Qwen3-VL-235BA22B-Think | √ | Open | - | 0.9190 | 0.9405 | 0.9459 | 0.9213 | 0.9322 | 0.8433 |
212
  | Qwen3-VL-32B-Think | √ | Open | - | 0.9296 | 0.9405 | 0.9426 | 0.9259 | 0.9153 | 0.7015 |
213
  | GPT-5.1(medium) | √ | Proprietary | 20251113 | 0.9243 | 0.9365 | 0.9426 | 0.9167 | 0.9492 | 0.7090 |