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72.71Classification Score

HyTE-H

Updated 2d ago

Evaluation Results

Method
HyTE-H 2026.02	72.71	59.89	44.83	83.82	43.56	78.38	46.01	30.87	57.15
turkish-base-bert-uncased-Retrieval 2026.01	72.29	57.89	43.23	61.77	47.95	64.18	-	-	-
KV-Embedding 2026.01	69.51	53.41	39.02	75.64	30.14	77.2	51.45	30.88	-
bert-base-turkish-cased-Retrieval 2026.01	69.45	56.61	42.25	60.95	49.7	60.71	-	-	-
ModernBert-embed* 2026.02	69.25	58.32	40.87	83.84	43.28	78	44.29	28.37	55.59
EucBERT 2026.02	69.07	54.11	35.31	80.02	37.01	75.02	35.18	27.62	51.31
bert-base-turkish-uncased-Retrieval 2026.01	69.05	55.39	41.52	61.39	50.2	54.77	-	-	-
HyTE-H (bert) 2026.02	68.77	56.41	41.95	79.7	40.54	74.39	42.05	28.87	53.75
HyTE-H (Euc) 2026.02	68.76	54.57	38.67	80.02	34.26	73.33	44.54	36.45	53.71
turkish-large-bert-cased-Retrieval 2026.01	68.13	54.41	41.5	60.77	48.23	53.4	-	-	-
Mursit-Large-TR-Retrieval 2026.01	67.47	56.43	38.76	59.88	51.59	64.44	-	-	-
Mursit-Base-TR-Retrieval 2026.01	66.25	55.86	39.75	61.31	50.07	61.9	-	-	-
KV-Embedding 2026.01	66.02	52.7	44.48	73.32	30.79	73.98	52.37	27.96	-
Token Prepending 2026.01	65.8	44.68	28.25	57.64	16.19	67.75	47.9	29.21	-
Token Prepending 2026.01	65.77	46.19	33.65	57.34	18.17	69.68	49.92	28.8	-
PromptEOL 2026.01	65.71	45.37	31.58	56.29	17.46	69.53	48.35	28.63	-
tabibert-Retrieval 2026.01	65.36	52.52	36.3	60.1	47.68	53.17	-	-	-
mmbert-base-Retrieval 2026.01	65.16	54.48	33.24	61.51	48.93	63.56	-	-	-
berturk-legal-Retrieval 2026.01	64.95	53.94	39.77	58.81	48.64	57.54	-	-	-
Echo 2026.01	63.98	50.08	36.81	75.6	24.14	73.33	47.51	29.22	-
KV-Embedding 2026.01	63.75	49.37	39.03	68	27.65	71.41	50.07	25.66	-
Token Prepending 2026.01	62.83	43.2	33.72	52.06	16.22	63.7	49.01	24.83	-
Echo 2026.01	62.61	50.34	41.89	71.25	29.41	71.24	50.74	25.27	-
PromptEOL 2026.01	62.5	47.02	40.35	59.11	20.17	69.19	49.91	27.88	-
USMoE 2025.03	61.4	-	32.1	68.9	-	71.1	55.1	30.5	53.2
PromptEOL 2026.01	61.38	44.78	36.51	56.37	18.57	67.41	49.24	23.96	-
USMoE 2025.03	60.4	-	32.8	67.9	-	68.1	52.4	30.7	52
w/o KV Re-routing 2026.01	60.08	45.02	36.11	59.31	20.14	64.78	48.04	26.64	-
USMoE 2025.03	59.7	-	37.5	66.6	-	69	56.8	31	53.4
TC 2025.03	58	-	34.2	60.5	-	50.1	46.6	23	45.4
TC 2025.03	57.7	-	24.8	62	-	63.5	51.3	28.9	48
Echo 2026.01	57.61	43.75	35.3	63.67	17.27	66.34	43.15	22.94	-
TC 2025.03	56.4	-	29	59.8	-	49	45.7	24.4	44
EC 2025.03	56.2	-	26.9	58.9	-	44.2	51	29.7	44.5
w/o KV Re-routing 2026.01	56.11	45.13	40.76	58.39	20.88	61.87	50.44	27.46	-
EC 2025.03	55.4	-	20.3	53.8	-	37.1	40.9	25.7	38.9
MoEE 2025.03	54	-	30.1	60.3	-	64.3	51.1	27.3	47.9
Last Token 2026.01	53.14	32.45	25.16	34.4	10.36	39.15	36.73	28.23	-
MoEE 2025.03	53	-	28.5	63.3	-	63.4	50.6	29.2	48
MoEE 2025.03	51.7	-	23.2	66	-	67.8	53.2	30.4	48.7
Mean Pooling 2026.01	51.57	37.75	34.72	56.81	8.86	48.85	37.9	25.57	-
w/o KV Re-routing 2026.01	50.94	40.96	37.69	52.96	20.23	56.31	46	22.57	-
Router 2025.03	48.8	-	14.3	51.9	-	48.3	41	27	38.6
Router 2025.03	48.6	-	17.8	57.4	-	52.8	43.8	29.1	41.6
Mean Pooling 2026.01	48.48	35.07	35.77	51.76	7.13	47.02	35.37	19.96	-
Last Token 2026.01	47.69	30.73	26.52	35.54	8.87	35.13	36.08	25.26	-
Mean Pooling 2026.01	46.56	33.31	33.05	52.69	2.94	45.71	32.72	19.49	-
Router 2025.03	43.1	-	16.2	53.5	-	49.4	41.7	25.6	38.3
Last Token 2026.01	42.43	27.21	23.95	30.54	7.22	28.18	34.76	23.41	-
EC 2025.03	35.2	-	29.2	56	-	50	45	21.9	39.6
SGPT 2025.08	-	58.93	-	-	-	-	-	-	-
UDEVER-bloom-7b 2025.08	-	60.63	-	-	-	-	-	-	-
ECHO 2025.08	-	64.68	-	-	-	-	-	-	-
LLM2Vec 2025.08	-	64.8	-	-	-	-	-	-	-
NV-Embed 2025.08	-	64.18	-	-	-	-	-	-	-
bge-large-en-v1.5 2025.08	-	64.23	-	-	-	-	-	-	-
bge-en-icl 2025.08	-	64.83	-	-	-	-	-	-	-
bge-en-icl 2025.08	-	66.08	-	-	-	-	-	-	-
MGH 2025.08	-	65.87	-	-	-	-	-	-	-
MGH 2025.08	-	66.43	-	-	-	-	-	-	-