bin
int64
10
1k
representation
stringclasses
11 values
property
stringclasses
3 values
alpha
float64
0
1
eval_loss
float64
0
0.99
1,000
composition
dielectric
0.8
0.064593
1,000
composition
dielectric
1
0.035864
1,000
composition_ngram
gvrh
0
0.419354
1,000
composition_ngram
gvrh
0.2
0.342235
1,000
composition_ngram
gvrh
0.4
0.192801
1,000
composition_ngram
gvrh
0.5
0.163242
1,000
composition_ngram
gvrh
0.6
0.152144
1,000
composition_ngram
gvrh
0.8
0.171733
1,000
composition_ngram
gvrh
1
0.21047
1,000
composition_ngram
perovskites
0
0.538113
1,000
composition_ngram
perovskites
0.2
0.351986
1,000
composition_ngram
perovskites
0.4
0.202571
1,000
composition_ngram
perovskites
0.5
0.153041
1,000
composition_ngram
perovskites
0.6
0.102735
1,000
composition_ngram
perovskites
0.8
0.048465
1,000
composition_ngram
perovskites
1
0.03664
1,000
composition_ngram
dielectric
0
0.798142
1,000
composition_ngram
dielectric
0.2
0.529377
1,000
composition_ngram
dielectric
0.4
0.341712
1,000
composition_ngram
dielectric
0.5
0.251492
1,000
composition_ngram
dielectric
0.6
0.170128
1,000
composition_ngram
dielectric
0.8
0.150242
1,000
composition_ngram
dielectric
1
0.175928
1,000
crystal_text_llm
gvrh
0
0.206648
1,000
crystal_text_llm
gvrh
0.2
0.182659
1,000
crystal_text_llm
gvrh
0.4
0.100891
1,000
crystal_text_llm
gvrh
0.5
0.058688
1,000
crystal_text_llm
gvrh
0.6
0.048068
1,000
crystal_text_llm
gvrh
0.8
0.023078
1,000
crystal_text_llm
gvrh
1
0.013743
1,000
crystal_text_llm
perovskites
0
0.04701
1,000
crystal_text_llm
perovskites
0.2
0.028405
1,000
crystal_text_llm
perovskites
0.4
0.023101
1,000
crystal_text_llm
perovskites
0.5
0.014937
1,000
crystal_text_llm
perovskites
0.6
0.012591
1,000
crystal_text_llm
perovskites
0.8
0.006776
1,000
crystal_text_llm
perovskites
1
0.007476
1,000
crystal_text_llm
dielectric
0
0.502292
1,000
crystal_text_llm
dielectric
0.2
0.367975
1,000
crystal_text_llm
dielectric
0.4
0.229575
1,000
crystal_text_llm
dielectric
0.5
0.143153
1,000
crystal_text_llm
dielectric
0.6
0.088456
1,000
crystal_text_llm
dielectric
0.8
0.034368
1,000
crystal_text_llm
dielectric
1
0.017437
1,000
crystal_text_llm_ngram
gvrh
0
0.442906
1,000
crystal_text_llm_ngram
gvrh
0.2
0.332695
1,000
crystal_text_llm_ngram
gvrh
0.4
0.169289
1,000
crystal_text_llm_ngram
gvrh
0.5
0.142192
1,000
crystal_text_llm_ngram
gvrh
0.6
0.114842
1,000
crystal_text_llm_ngram
gvrh
0.8
0.103418
1,000
crystal_text_llm_ngram
gvrh
1
0.127425
1,000
crystal_text_llm_ngram
perovskites
0
0.148345
1,000
crystal_text_llm_ngram
perovskites
0.2
0.109329
1,000
crystal_text_llm_ngram
perovskites
0.4
0.087701
1,000
crystal_text_llm_ngram
perovskites
0.5
0.05871
1,000
crystal_text_llm_ngram
perovskites
0.6
0.052078
1,000
crystal_text_llm_ngram
perovskites
0.8
0.057472
1,000
crystal_text_llm_ngram
perovskites
1
0.067287
1,000
crystal_text_llm_ngram
dielectric
0
0.773917
1,000
crystal_text_llm_ngram
dielectric
0.2
0.693403
1,000
crystal_text_llm_ngram
dielectric
0.4
0.273721
1,000
crystal_text_llm_ngram
dielectric
0.5
0.221673
1,000
crystal_text_llm_ngram
dielectric
0.6
0.185583
1,000
crystal_text_llm_ngram
dielectric
0.8
0.115242
1,000
crystal_text_llm_ngram
dielectric
1
0.110819
1,000
atom_sequences_plusplus
gvrh
0
0.290771
1,000
atom_sequences_plusplus
gvrh
0.2
0.159088
1,000
atom_sequences_plusplus
gvrh
0.4
0.108577
1,000
atom_sequences_plusplus
gvrh
0.5
0.081391
1,000
atom_sequences_plusplus
gvrh
0.6
0.046661
1,000
atom_sequences_plusplus
gvrh
0.8
0.01511
1,000
atom_sequences_plusplus
gvrh
1
0.00596
1,000
atom_sequences_plusplus
perovskites
0
0.129677
1,000
atom_sequences_plusplus
perovskites
0.2
0.094282
1,000
atom_sequences_plusplus
perovskites
0.4
0.057385
1,000
atom_sequences_plusplus
perovskites
0.5
0.042569
1,000
atom_sequences_plusplus
perovskites
0.6
0.031673
1,000
atom_sequences_plusplus
perovskites
0.8
0.011272
1,000
atom_sequences_plusplus
perovskites
1
0.004023
1,000
atom_sequences_plusplus
dielectric
0
0.742366
1,000
atom_sequences_plusplus
dielectric
0.2
0.454216
1,000
atom_sequences_plusplus
dielectric
0.4
0.213704
1,000
atom_sequences_plusplus
dielectric
0.5
0.132842
1,000
atom_sequences_plusplus
dielectric
0.6
0.128588
1,000
atom_sequences_plusplus
dielectric
0.8
0.04838
1,000
atom_sequences_plusplus
dielectric
1
0.013806