| Rank | Model |
Evaluation Macro F1 |
Paper | Code | Year |
| 1 |
CliReBERT (P0L3/clirebert_clirevocab_uncased) |
0.6545 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 2 |
ClimateBERT (climatebert/distilroberta-base-climate-f) |
0.6437 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 3 |
BERT (google-bert/bert-base-uncased) |
0.6139 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 4 |
CliSciBERT (P0L3/cliscibert_scivocab_uncased) |
0.6050 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 5 |
SciBERT (allenai/scibert_scivocab_cased) |
0.5931 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 6 |
DistilRoBERTa (distilbert/distilroberta-base) |
0.5835 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 7 |
SciClimateBERT (P0L3/sciclimatebert) |
0.5783 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 8 |
RoBERTa (FacebookAI/roberta-base) |
0.5739 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 9 |
CliReBERT (P0L3/clirebert_clirevocab_uncased) |
0.6545 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 10 |
ClimateBERT (climatebert/distilroberta-base-climate-f) |
0.6437 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 11 |
BERT (google-bert/bert-base-uncased) |
0.6139 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 12 |
CliSciBERT (P0L3/cliscibert_scivocab_uncased) |
0.6050 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 13 |
SciBERT (allenai/scibert_scivocab_cased) |
0.5931 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 14 |
DistilRoBERTa (distilbert/distilroberta-base) |
0.5835 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 15 |
SciClimateBERT (P0L3/sciclimatebert) |
0.5783 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |
| 16 |
RoBERTa (FacebookAI/roberta-base) |
0.5739 |
Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation
|
|
2025 |