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Long-context Retrieval on BRIGHT StackExchange

62.3Biology Score

Claude Sonnet 4.5

Updated 26d ago

Evaluation Results

Method	Links
Claude Sonnet 4.5 2026.05		62.3	60	58.7	67.9	55	34.1	51.7	7.1	49.6
Claude Sonnet 4.5 2026.05		62.3	60	58.7	67.9	55	34.1	51.7	7.1	49.6
GPT-5-mini 2026.05		61.7	48.1	41.4	65.3	39.4	40.6	46.6	4.8	43.5
GPT-5-mini 2026.05		61.7	48.1	41.4	65.3	39.4	40.6	46.6	4.8	43.5
Qwen 2026.05		39.2	36.1	25.7	42.3	21.3	23.5	33.1	1.3	27.8
Qwen 2026.05		39.2	36.1	25.7	42.3	21.3	23.5	33.1	1.3	27.8
GPT-4 2026.05		37.7	35.3	19.9	18.3	12.4	11.5	22.6	-	22.5
GritLM 2026.05		37.5	40.3	25.7	34.4	17.8	20.1	32.4	0	26
ReDI 2026.05		36.2	32.8	22.8	20.8	10.9	16.2	22.2	-	23.1
DeepSeek-R1 2026.05		35.6	34.8	16	15.3	8.9	15	19.9	-	20.8
Claude-3-Opus 2026.05		34.8	31.6	21.8	15.8	8.9	15.8	16.6	-	20.8
Voyage 2026.05		34.4	35.4	26.7	41.6	12.9	12.8	31.1	1.3	24.5
Voyage 2026.05		34.4	35.4	26.7	41.6	12.9	12.8	31.1	1.3	24.5
OpenAI 2026.05		32.1	31.4	23.8	34.2	11.9	10.7	26.3	0	21.3
Cohere 2026.05		31.5	34.5	18.9	20.5	9.9	15.8	15.2	0.8	18.4
Google 2026.05		30.9	38	21.9	30.7	12.9	19.2	25.7	0.3	22.4
SFR 2026.05		30.3	37	24.3	47.7	17.3	14.5	35	2	26
E5 2026.05		29.9	36.3	26.2	46.7	17.3	14.5	32.2	1.1	25.5
ReDI 2026.05		28.4	22.4	21.2	32	19.8	36.3	21.7	-	26
ReDI 2026.05		28.4	22.4	21.2	32	19.8	36.3	21.7	-	26
Claude-3-Opus 2026.05		26.8	13.5	13.4	28.2	7.9	28.2	11.8	-	18.5
GPT-4 2026.05		26.8	15.8	10.2	30.7	5.9	26.5	9.7	-	17.9
DeepSeek-R1 2026.05		26.8	20	14.4	30.2	14.9	33.3	10.6	-	21.5
SBERT 2026.05		25.6	34.1	18.9	15.8	10.9	15	18	1.2	17.4
Inst-L 2026.05		24.6	29.9	13.1	20.3	12.9	15	25.4	3.9	18.1
Inst-XL 2026.05		21.5	31	13.1	20.5	13.9	15	20.1	6	17.6
BGE 2026.05		16.4	27.7	20.9	11.6	10.9	13.3	16.9	0.4	14.8
BM25 2026.05		10.7	15.4	10.7	8.4	7.4	22.2	10.7	5.4	11.4
BM25 2026.05		10.7	15.4	10.7	8.4	7.4	22.2	10.7	5.4	11.4