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Benchmarks
Multi-hop Reasoning on 2WikiMultihopQA (Acc, Len, Faith)
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82.1
Accuracy
GeoFaith
32.596
45.448
58.3
71.152
May 26, 2026
Accuracy
Answer Length (k)
Faithfulness
Updated 7d ago
Evaluation Results
Method
Method
Links
Accuracy
Answer Length (k)
Faithfulness
GeoFaith
Backbone=Qwen3-4B
2026.05
82.1
0.3
92
GRPO
Backbone=Qwen3-4B
2026.05
81.5
0.4
84.8
KnowRL
Backbone=Qwen3-4B
2026.05
79.8
0.4
86.5
Original
Backbone=Qwen3-4B
2026.05
79.2
0.6
90.1
TruthRL
Backbone=Qwen3-4B
2026.05
78.1
0.2
79.5
THS
Backbone=Qwen3-4B
2026.05
76.6
0.3
86.8
GeoFaith
Backbone=Qwen3-1.7B
2026.05
71.2
0.3
77.5
GRPO
Backbone=Qwen3-1.7B
2026.05
67.4
0.6
71.9
THS
Backbone=Qwen3-1.7B
2026.05
56.5
0.2
49.3
TruthRL
Backbone=Qwen3-1.7B
2026.05
53.6
0.2
53.9
KnowRL
Backbone=Qwen3-1.7B
2026.05
50.5
0.2
60.3
Original
Backbone=Qwen3-1.7B
2026.05
34.5
0.3
52
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