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MAG Benchmark Results

Latest benchmark runs. Updated automatically by ./scripts/bench.sh.

See docs/benchmarks/benchmark_log.csv for full history.

LoCoMo Benchmark — word-overlap scoring

Date Model Overall% 1-Hop Temporal Multi-Hop Open Adv EvRec% Avg Emb (ms)
2026-03-18 onnx-bge-small 70.6
2026-03-19 onnx-bge-small 83.9 76.0 82.3 45.6 90.3 86.4 85.0 47.7
2026-03-19 onnx-bge-small 86.87 81.7 82.9 51.6 92.9 89.2 85.4 45.1
2026-03-19 onnx-bge-small 90.52 88.0 85.2 56.4 96.0 92.9 92.2 44.1
2026-03-19 bge-small-en-v1.5 91.1 87.6 91.5 75.6 94.0 90.9 90.2 7.5
2026-03-19 voyage-4-nano-int8-1024 91.8 93.5 91.5 75.6 93.3 91.6 91.3 172
2026-03-19 voyage-4-nano-int8-512 91.3 88.8 91.5 75.6 93.7 91.6 91.6 58
2026-03-19 voyage-4-nano-fp32-1024 91.8 93.5 91.5 75.6 93.3 91.6 91.3 82
2026-03-19 granite-embedding-30m-english 90.5 88.9 91.5 76.9 91.7 91.1 87.5 3.8
2026-03-19 all-MiniLM-L6-v2 91.2 88.1 91.5 76.9 92.9 92.7 90.2 39.3
2026-03-19 all-MiniLM-L12-v2 90.9 86.8 91.5 75.6 92.6 93.1 90.4 26.6
2026-03-19 e5-small-v2 91.3 90.7 91.5 76.9 92.9 91.5 89.1 40.5
2026-03-19 bge-base-en-v1.5 92.2 89.4 91.5 76.9 94.8 93.1 91.6 42.1
2026-03-19 nomic-embed-text-v1.5-int8 90.0 88.4 91.5 74.4 90.8 91.0 86.6 41.7
2026-03-19 voyage-4-lite-api 91.1 91.1 91.5 73.1 93.4 90.2 91.0 304
2026-03-19 voyage-4-api 92.0 92.3 91.5 75.6 94.8 90.6 92.7 297
2026-03-19 text-embedding-3-large-openai 93.0 94.6 91.5 74.4 95.3 93.1 93.4 444
2026-03-19 snowflake-arctic-embed-xs 90.78 88.1 91.5 76.9 93.5 90.2 88.72 30.4
2026-03-19 snowflake-arctic-embed-s 90.54 89.5 91.5 73.1 93.0 89.5 87.57 35.8
2026-03-19 gte-small 90.92 89.1 91.5 73.1 93.7 90.2 90.81 65.3
2026-03-19 all-MiniLM-L6-v2-int8 91.3 88.5 91.5 76.9 93.1 92.3 89.2 7.4
2026-03-19 all-MiniLM-L12-v2-int8 91.1 86.8 91.5 75.6 94.3 90.9 90.4 12.3
2026-03-19 e5-small-v2-int8 90.8 88.4 91.5 73.1 93.0 91.1 88.6 4.8
2026-03-19 bge-base-en-v1.5-int8 91.8 87.1 91.5 76.9 94.9 92.7 90.4 10.5
2026-03-19 snowflake-arctic-embed-xs-int8 90.2 87.0 91.5 76.9 92.7 89.5 88.7 3.9
2026-03-19 gte-small-int8 90.9 86.2 91.5 73.1 94.0 91.7 89.5 11.7
2026-03-19 snowflake-arctic-embed-s-int8 90.8 89.5 91.5 73.1 93.0 90.8 87.8 7.8
2026-03-19 bge-small-en-v1.5-xenova-int8 91.1 87.6 91.5 75.6 94.0 90.9 90.2 7.0
2026-03-23 onnx-bge-small 90.1 86.9 85.0 56.2 95.7 92.6 92.0 5.1
2026-03-23 all-MiniLM-L6-v2-int8 90.0 86.8 84.8 57.2 95.3 92.8 90.8 8.9
2026-04-01 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 90.9 4.9
2026-04-15 onnx-bge-small 90.1 86.9 85.0 56.2 95.7 92.6 92.0 7.3
2026-05-13 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 90.7 6.4
2026-05-13 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 90.7 6.0
2026-05-13 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 90.7 6.2
2026-05-16 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 90.7 6.5
2026-06-04 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 91.0 7.0
2026-06-04 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 91.0 7.3
2026-06-04 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 91.0 11.0
2026-06-04 onnx-bge-small 91.5 87.1 91.5 75.6 94.3 92.7 91.0 10.8