Sentiment Analysis on Sent140
85.5AccuracyInstructor
Evaluation Results
| Method | Links | |
|---|---|---|
| Instructor2024.02 | 85.5 | |
| UPRISE2024.02 | 84.4 | |
| Se²2024.02 | 83.8 | |
| BoBaAttack=Sybil2024.07 | 78.6 | |
| BoBaAttack=BadNet2024.07 | 78.5 | |
| TrimAttack=Alternate2024.07 | 78.3 | |
| FedAvgAttack=Alternate2024.07 | 78.2 | |
| BoBaAttack=Attack-free2024.07 | 78.1 | |
| AGSDAttack=Alternate2024.07 | 78.1 | |
| BoBaAttack=Alternate2024.07 | 78.1 | |
| FreqFedAttack=Alternate2024.07 | 78 | |
| BoBaAttack=DBA2024.07 | 78 | |
| FedAvgAttack=Sybil2024.07 | 78 | |
| CONTRAAttack=Neurotoxin2024.07 | 78 | |
| MedianAttack=Alternate2024.07 | 77.9 | |
| AGSDAttack=Sybil2024.07 | 77.9 | |
| BoBaAttack=Neurotoxin2024.07 | 77.9 | |
| AGSDAttack=BadNet2024.07 | 77.8 | |
| TrimAttack=Sybil2024.07 | 77.7 | |
| FedAvgAttack=BadNet2024.07 | 77.6 | |
| FreqFedAttack=Sybil2024.07 | 77.6 | |
| FreqFedAttack=Neurotoxin2024.07 | 77.6 | |
| MESASAttack=Alternate2024.07 | 77.5 | |
| MedianAttack=Sybil2024.07 | 77.5 | |
| BoBaAttack=IBA2024.07 | 77.5 | |
| KrumAttack=Alternate2024.07 | 77.4 | |
| FLTrustAttack=Sybil2024.07 | 77.4 | |
| FreqFedAttack=BadNet2024.07 | 77.3 | |
| MESASAttack=Sybil2024.07 | 77.3 | |
| AGSDAttack=Attack-free2024.07 | 77.2 | |
| MedianAttack=BadNet2024.07 | 77.2 | |
| TrimAttack=BadNet2024.07 | 77.1 | |
| TrimAttack=Attack-free2024.07 | 77 | |
| FLTrustAttack=Alternate2024.07 | 77 | |
| MESASAttack=BadNet2024.07 | 77 | |
| FreqFedAttack=Attack-free2024.07 | 76.9 | |
| AGSDAttack=DBA2024.07 | 76.9 | |
| FedAvgAttack=Attack-free2024.07 | 76.8 | |
| CONTRAAttack=Alternate2024.07 | 76.8 | |
| KrumAttack=Sybil2024.07 | 76.8 | |
| MESASAttack=Attack-free2024.07 | 76.5 | |
| FLTrustAttack=BadNet2024.07 | 76.5 | |
| FedAvgAttack=DBA2024.07 | 76.5 | |
| FreqFedAttack=DBA2024.07 | 76.5 | |
| MedianAttack=Attack-free2024.07 | 76.3 | |
| KrumAttack=BadNet2024.07 | 76.3 | |
| AGSDAttack=Neurotoxin2024.07 | 76.3 | |
| FedAvgAttack=Neurotoxin2024.07 | 76.2 | |
| CONTRAAttack=Attack-free2024.07 | 76 | |
| MedianAttack=DBA2024.07 | 76 | |
| CONTRAAttack=Sybil2024.07 | 76 | |
| KrumAttack=Attack-free2024.07 | 75.9 | |
| TrimAttack=DBA2024.07 | 75.9 | |
| MESASAttack=DBA2024.07 | 75.8 | |
| TrimAttack=Neurotoxin2024.07 | 75.7 | |
| AGSDAttack=IBA2024.07 | 75.5 | |
| KrumAttack=DBA2024.07 | 75.4 | |
| FLTrustAttack=Attack-free2024.07 | 75.2 | |
| CONTRAAttack=BadNet2024.07 | 75.2 | |
| MedianAttack=Neurotoxin2024.07 | 75.1 | |
| FreqFedAttack=IBA2024.07 | 75.1 | |
| FLTrustAttack=DBA2024.07 | 75 | |
| MESASAttack=Neurotoxin2024.07 | 75 | |
| FedAvgAttack=IBA2024.07 | 74.9 | |
| TrimAttack=IBA2024.07 | 74.8 | |
| FLTrustAttack=Neurotoxin2024.07 | 74.6 | |
| KrumAttack=Neurotoxin2024.07 | 74.5 | |
| MESASAttack=IBA2024.07 | 74.5 | |
| CONTRAAttack=DBA2024.07 | 74.2 | |
| MedianAttack=IBA2024.07 | 74.2 | |
| FLTrustAttack=IBA2024.07 | 73.9 | |
| SBERT2024.02 | 73.5 | |
| KrumAttack=IBA2024.07 | 73.5 | |
| Best-of-102024.02 | 73.3 | |
| BM252024.02 | 73.3 | |
| CONTRAAttack=IBA2024.07 | 73.2 | |
| AES2024.02 | 69.1 | |
| Random2024.02 | 66.2 | |
| Zero-shot2024.02 | 64.3 |