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Snowflake/snowflake-arctic-embed-m-v2.0

Snowflake's Arctic-embed-m-v2.0

Overview

Architecture
gte
Parameters
305M
Tasks
Encode
Outputs
Dense
Dimensions
Dense: 768
Max Sequence Length
8,192 tokens
License
apache-2.0
Languages
af, ar, az, be, bg, bn, ca, ceb, cs, cy, da, de, el, en, es, et, eu, fa, fi, fr, gl, gu, he, hi, hr, ht, hu, hy, id, is, it, ja, jv, ka, kk, km, kn, ko, ky, lo, lt, lv, mk, ml, mn, mr, ms, my, ne, nl, pa, pl, pt, qu, ro, ru, si, sk, sl, so, sq, sr, sv, sw, ta, te, th, tl, tr, uk, ur, vi, yo, zh

Benchmarks

CQADupstackPhysicsRetrieval

scientific retrieval en

Duplicate question retrieval from StackExchange Physics

Corpus: 38,314 Queries: 1,039
Quality
map at 10 0.4509
mrr at 10 0.5118
ndcg at 10 0.5097
Reference →

CosQA

technology retrieval en

Code search with natural language queries

Corpus: 6,267 Queries: 500
Quality
map at 10 0.2852
mrr at 10 0.3143
ndcg at 10 0.3667
Reference →

FiQA2018

finance retrieval en

Financial opinion mining and question answering

Corpus: 57,599 Queries: 648
Quality
map at 10 0.1979
mrr at 10 0.3115
ndcg at 10 0.2535
Reference →

LegalBenchConsumerContractsQA

legal retrieval en

Question answering on consumer contracts

Corpus: 153 Queries: 396
Quality
map at 10 0.7503
mrr at 10 0.7516
ndcg at 10 0.8020
Reference →

NFCorpus

medical retrieval en

Biomedical literature search from NutritionFacts.org

Corpus: 3,593 Queries: 323
Quality
ndcg at 10 0.2489
map at 10 0.0855
mrr at 10 0.4244
Reference →

SCIDOCS

scientific retrieval en

Citation prediction, document classification, and recommendation for scientific papers

Corpus: 25,656 Queries: 1,000
Quality
map at 10 0.0271
mrr at 10 0.0911
ndcg at 10 0.0522
Reference →

SciFact

scientific retrieval en

Scientific claim verification using research literature

Corpus: 5,183 Queries: 300
Quality
map at 10 0.6203
mrr at 10 0.6366
ndcg at 10 0.6631
Reference →

StackOverflowQA

technology retrieval en

Programming question answering from Stack Overflow

Corpus: 19,931 Queries: 1,994
Quality
map at 10 0.8903
mrr at 10 0.8903
ndcg at 10 0.9068
Reference →

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