Transfer Learning on SentEval Transfer Learning Tasks (test)

90.9MRPromptEOL + Token Prepending

Evaluation Results

Method
PromptEOL + Token Prepending2024.12	90.9	93.35	96.58	91.51	95.5	96	76.12	91.42
PromptEOL2024.12	90.63	92.87	96.32	91.19	95	95.4	75.19	90.94
Pretended CoT + Token Prepending2024.12	90.45	92.61	96.52	91.59	95.77	96	76.81	91.39
Knowledge + Token Prepending2024.12	90.39	93.32	96.31	91.56	94.51	97.6	76.06	91.39
Pretended CoT2024.12	90.1	92.24	96.32	91.54	95.11	94.2	73.97	90.75
Knowledge2024.12	89.84	93.03	96.21	91.54	94.78	97.2	73.91	90.93
SimCSE-RoBERTa_large2021.04	88.45	92.53	95.19	90.58	93.3	93.8	77.74	90.23
SimCSE-RoBERTa_large2021.04	88.12	92.37	95.11	90.49	92.75	91.8	76.64	89.61
SimCSE-RoBERTa_base2021.04	85.08	91.76	94.02	89.72	92.31	91.2	76.52	88.66
SimCSE-RoBERTa_base2021.04	84.92	92	94.11	89.82	91.27	88.8	75.65	88.08
SimCSE-RoBERTa_large2021.04	84.66	88.56	95.43	87.5	89.46	95	72.41	87.57
SBERT_base2021.04	83.64	89.43	94.39	89.86	88.96	89.6	76	87.41
DALR-RoBERTa2025.06	83.57	88.69	96.44	91.01	88.96	86.8	76.74	87.45
ClusterNS-RoBERTabase2023.05	83.51	88.11	94.56	86.04	88.85	92.4	76.7	87.17
SimCSE-RoBERTa2025.06	83.37	87.76	95.05	87.16	89.02	90.8	75.13	86.9
SimCSE-RoBERTabase2023.05	83.37	87.76	95.05	87.16	89.02	90.8	75.13	86.9
KDMCSE-RoBERTa2025.06	83.21	88.16	95.73	90.46	88.05	86.3	76.18	86.87
DALR-BERT2025.06	82.95	88.1	95.89	90.83	88.04	86.6	76.06	86.92
SimCSE-BERT2025.06	82.92	87.23	95.71	88.73	86.81	87.01	78.07	86.64
SimCSE-BERT_base2021.04	82.92	87.23	95.71	88.73	86.81	87.01	78.07	86.64
SimCSE-BERTbase2023.05	82.92	87.23	95.71	88.73	86.81	87.01	78.07	86.64
MCSE-RoBERTa2025.06	82.82	88.04	95.7	90.13	87.09	84.97	75.51	86.29
ClusterNS-BERTbase2023.05	82.79	86.84	95.29	88.04	86.88	91.8	76.99	86.95
KDMCSE-BERT2025.06	82.78	87.89	95.37	90.08	87.61	86.08	75.88	86.53
SimCSE-RoBERTa_large2021.04	82.74	87.87	93.66	88.22	88.58	92	69.68	86.11
DALR-RoBERTa2025.06	82.71	88.02	96.1	90.21	87.85	86.38	75.84	86.73
SimCSE-BERT_base2021.04	82.69	89.25	94.81	89.59	87.31	88.4	73.51	86.51
SimCSE-BERT_base2021.04	82.68	88.88	94.52	89.82	88.41	87.6	76.12	86.86
DALR-BERT2025.06	82.66	87.9	95.85	90.43	87.59	86.09	75.74	86.61
KDMCSE-RoBERTa2025.06	82.47	87.88	95.24	89.95	87.51	85.77	75.82	86.37
KDMCSE-BERT2025.06	82.3	87.71	95.04	89.86	87.38	85.68	75.51	86.2
MCSE-RoBERTa2025.06	82.24	87.53	95.22	89.76	87.08	84.15	74.96	85.85
MCSE-BERT2025.06	82.07	87.28	94.96	89.61	86.58	84.04	74.93	85.64
ClusterNS-BERTbase2023.05	82.01	85.46	94.44	89.09	86.27	88.8	73.57	85.66
SRoBERTa_base2021.04	81.91	90.83	92.56	88.75	90.5	88.6	78.14	87.76
ClusterNS-RoBERTabase2023.05	81.78	86.65	93.21	87.85	87.53	84	76.46	85.35
MCSE-BERT2025.06	81.75	86.89	94.73	89.44	86.81	83.97	74.66	85.46
InferSent-GloVe2021.04	81.57	86.54	92.5	90.38	84.18	88.2	75.77	85.59
SimCSE-RoBERTa_base2021.04	81.37	87.76	95.05	87.16	89.02	90.8	75.13	86.9
SimCSE-BERT_base2021.04	81.18	86.46	94.45	88.88	85.5	89.8	74.43	85.81
SimCSE-BERTbase2023.05	81.18	86.46	94.45	88.88	85.5	89.8	74.43	85.81
IS-BERT_base2021.04	81.09	87.18	94.96	88.75	85.96	88.64	74.24	85.83
SimCSE-RoBERTa_base2021.04	81.04	87.74	93.28	86.94	86.6	84.6	73.68	84.84
SimCSE-RoBERTabase2023.05	81.04	87.74	93.28	86.94	86.6	84.6	73.68	84.84
Universal Sentence Encoder2021.04	80.09	85.19	93.98	86.7	86.38	93.2	70.14	85.1
BERT-[CLS] embedding2021.04	78.68	84.85	94.21	88.23	84.13	91.4	71.13	84.66
BERT-[CLS] embedding2023.05	78.68	84.85	94.21	88.23	84.13	91.4	71.13	84.66
Avg. BERT embeddings2021.04	78.66	86.25	94.37	88.66	84.4	92.8	69.54	84.94
Avg. BERT embeddings2023.05	78.66	86.25	94.37	88.66	84.4	92.8	69.54	84.94
GloVe embeddings (avg.)2021.04	77.25	78.3	91.17	87.85	80.18	83	72.87	81.52
GloVe embeddings2023.05	77.25	78.3	91.17	87.85	80.18	83	72.87	81.52
Skip-thought2021.04	76.5	80.1	93.6	87.1	82	92.2	73	83.5