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Knowledge-Intensive Reasoning on 2WikiMultiHopQA

81.5Accuracy

APPO

Updated 1mo ago

Evaluation Results

Method	Links
APPO 2026.06		81.5
APPO 2026.06		79.8
GRPO 2026.06		76.1
ARPO 2026.06		76.1
CISPO 2026.06		75.6
ARPO 2026.06		75.5
GIGPO 2026.06		74.6
GPPO 2026.06		74.2
GIGPO 2026.06		73.5
GPPO 2026.06		72.8
CISPO 2026.06		72.1
GRPO 2026.06		71.8
Reinforce++ 2026.06		71.6
DAPO 2026.06		70.3
Reinforce++ 2026.06		68.9
DAPO 2026.06		68.4
AutoTool (Qwen3-8B) 2025.12		48.8
TIR Prompting 2026.06		47.5
Search-R1 2025.12		44.5
AutoTool (Qwen2.5-VL-7B) 2025.12		36.5
GPT4o 2025.12		29.8
Tool-Star 2026.01		29.5
AutoTraj 2026.01		29.5
Vanilla SFT-RL TIR 2026.01		28.5
ReSearch 2026.01		26.5
AutoTIR 2026.01		25
Zero-shot 2026.06		24.6
QwQ-32B 2025.12		22.3
Tool-Star-SFT 2026.01		21.5
Qwen2.5-7B-Instruct 2026.01		20.5
ReTool 2025.12		19.7
TIR Prompting 2026.06		18.3
R1-Searcher 2026.01		17
Qwen2.5-Math-72B-Instruct 2025.12		16.7
DeepSeek-R1-Distill-Qwen-14B 2025.12		14.1
ToRL 2026.01		14
Zero-shot 2026.06		12.6
Qwen2.5-VL-72B-Instruct 2025.12		10.4