Transfer Learning on SentEval Transfer tasks (test) benchmark leaderboard · SOTA2 Research

Transfer Learning on SentEval Transfer tasks (test)

91.88MRSUBJPrompt-LLAMA2

Evaluation Results

Method	Links
SUBJPrompt-LLAMA22024.02		91.88	93.17	96.96	91.09	—	—	96	76.41	91.6	95.66
MRPrompt-LLAMA22024.02		91.82	92.88	97.07	91.6	—	—	95.8	74.61	91.47	96.54
SSTPrompt-LLAMA22024.02		91.82	92.88	97.07	91.6	—	—	95.8	74.61	91.47	96.54
CRPrompt-LLAMA22024.02		91.17	93.27	96.62	91.75	—	—	95.8	73.22	91.2	96.6
MPQAPrompt-LLAMA22024.02		91.1	93.04	96.3	91.82	—	—	96	75.42	91.34	95.72
MetaEOL-LLAMA22024.02		90.93	93.51	96.12	91.95	—	—	97.6	76.81	91.81	95.77
ST5-Enc2024.02		90.83	94.44	96.33	91.68	—	—	95.4	77.91	91.63	94.84
PromptEOL-LLAMA22024.02		90.63	92.87	96.32	91.19	—	—	95.4	75.19	90.94	95
MRPCPrompt-LLAMA22024.02		90.33	93.32	96.36	91.45	—	—	96	75.13	91.04	94.67
TRECPrompt-LLAMA22024.02		88.97	92.19	96.23	91.45	—	—	96.8	74.72	90.65	94.18
DCL2022.03		86.83	90.36	92.61	87.51	91.43	50.77	75.8	71.54	80.86	—
SLP2022.03		86.79	89.69	92.24	87.93	92.53	52.31	78.6	74.61	81.84	—
InfoDCL-RoBERTa2022.03		86.66	89.75	93.71	87.12	92.59	53.08	83	73.22	82.39	—
InfoDCL-BERTweet2022.03		86.12	89.62	93.53	86.21	91.1	52.13	83.4	72	81.76	—
SimCSE-Distant2022.03		86.04	89.48	91.24	87.18	91.87	48.6	74.6	71.59	80.08	—
SimCSE-RoBERTa2024.02		84.92	92	94.11	89.82	—	—	88.8	75.65	88.08	91.27
E-MLM2022.03		80.62	84.79	91.01	78.54	88.14	46.65	72.2	74.09	77.01	—
BERTweet2022.03		79.58	80.82	93.03	71.78	86.66	43.71	80.8	72.35	76.09	—
WCL2022.03		78.96	83.74	92.91	85.3	85.28	43.48	84.2	71.88	78.22	—
MLM2022.03		76.85	77.35	90.63	80.4	85.5	41.81	73.2	73.04	74.85	—
Mir-B2022.03		76.72	81.48	91.57	85.39	81.05	44.48	87	74.67	77.8	—
RoBERTa2022.03		75.92	69.59	91.5	73.75	82.81	38.46	61.4	71.42	70.61	—
Sim-S2022.03		73.77	80.19	90.29	83.92	78.69	41.45	86	74.49	76.1	—