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Inverse Design on Materials Discovery In-Domain
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52
Overall Score
ARIA-SEARCH
22.672
30.286
37.9
45.514
Jun 21, 2026
Overall Score
Scientific Accuracy
Functional Equivalence
Completeness
Interpretability
Updated 1mo ago
Evaluation Results
Method
Method
Links
Overall Score
Scientific Accuracy
Functional Equivalence
Completeness
Interpretability
ARIA-SEARCH
2026.06
52
24.6
47.1
78.5
82.5
ARIA-FULL
2026.06
49.8
25
39.5
80.3
92.5
ARIA-FULL
2026.06
49.8
-
-
-
-
ARIA-CORE
2026.06
45.4
20.5
51.3
80
80.3
Self-RAG
2026.06
39
-
-
-
-
Baseline LLM
2026.06
34.5
26.5
50.7
74.6
83.1
NAIVE-KG
2026.06
30.1
18.6
46.5
72.4
35
KG-ONLY
2026.06
23.8
8
20.1
60
35
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