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Throughput Efficiency on ToolBench
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4,602
Throughput (tokens/s)
Benign
1,289.6
2,149.55
3,009.5
3,869.45
Jan 16, 2026
Throughput (tokens/s)
Updated 4d ago
Evaluation Results
Method
Method
Links
Throughput (tokens/s)
Benign
Model=Qwen-3
2026.01
4,602
Overthink
Model=Qwen-3
2026.01
4,550
Overthink
Model=Seed-32B
2026.01
4,058
Benign
Model=Seed-32B
2026.01
4,001
Benign
Model=L-DeepSeek
2026.01
3,812
Benign
Model=GLM-4.5
2026.01
3,753
Overthink
Model=Llama-3.3
2026.01
3,728
Overthink
Model=L-DeepSeek
2026.01
3,711
Benign
Model=Llama-3.3
2026.01
3,594
Overthink
Model=GLM-4.5
2026.01
3,189
Benign
Model=Mistral-L
2026.01
2,898
Overthink
Model=Mistral-L
2026.01
2,724
MCTS-based tool-layer DoS attack
Model=GLM-4.5
2026.01
2,324
MCTS-based tool-layer DoS attack
Model=L-DeepSeek
2026.01
2,106
MCTS-based tool-layer DoS attack
Model=Qwen-3
2026.01
1,793
MCTS-based tool-layer DoS attack
Model=Mistral-L
2026.01
1,716
MCTS-based tool-layer DoS attack
Model=Llama-3.3
2026.01
1,672
MCTS-based tool-layer DoS attack
Model=Seed-32B
2026.01
1,417
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