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Embodied Agent Instruction Following on ALFWorld (ALF) (test)
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91
Success Rate
EPPO
-3.64
20.93
45.5
70.07
Jul 8, 2026
Success Rate
Updated 17d ago
Evaluation Results
Method
Method
Links
Success Rate
EPPO
Category=RL Training
2026.07
91
AgentRL
Category=RL Training
2026.07
89.2
AgentLM-70B
Category=Open LLMs, Pa...
2026.07
86
AgentLM-7B
Category=Open LLMs, Pa...
2026.07
84
BAPO
Category=RL Training
2026.07
80.9
AgentLM-13B
Category=Open LLMs, Pa...
2026.07
76
Claude-Sonnet-4
Category=API LLMs
2026.07
73.6
Claude-Sonnet-4 Thinking
Category=API LLMs, Var...
2026.07
69
GPT-5
Category=API LLMs
2026.07
65.4
DeepSeek-R1
Category=Open LLMs
2026.07
51.4
Hephaestus-8B-IFT
Category=Open LLMs, Pa...
2026.07
46
o4-mini
Category=API LLMs
2026.07
32.6
Qwen2.5-32B-Instruct
Category=Open LLMs, Pa...
2026.07
32.1
DeepSeek-V3
Category=Open LLMs
2026.07
31.9
Hephaestus-8B-Base
Category=Open LLMs, Pa...
2026.07
30
o3-mini
Category=API LLMs
2026.07
28.4
Qwen2.5-14B-Instruct
Category=Open LLMs, Pa...
2026.07
8.7
Qwen2.5-3B-Instruct
Category=Open LLMs, Pa...
2026.07
2.2
DCPO
Category=RL Training
2026.07
0
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