Sefaria Rabbinic Embedding Leaderboard

Embedding retrieval leaderboard for rabbinic and Jewish textual bitext alignment across Talmud, Jerusalem Talmud, Mishnah, Midrash Rabbah, Tanakh commentary, Hasidic/Kabbalistic texts, Halacha, Philosophy, Targum, and Mussar/Ethics.

28rows
recall_at_1primary metric
2026-05-06sampled

Metadata

ID
sefaria_rabbinic_embedding
Category
Retrieval
Release
2026-01-12

Metrics

Recall@1, Recall@5, Recall@10, MRR, Bitext Accuracy, Average True Pair Similarity, Average Random Pair Similarity (lower is better)

Latest Results

Rows are parsed from Sefaria's public Rabbinic Embedding Leaderboard JSON. Recall and bitext accuracy are converted from fractions to percentages.

Rank Subject Recall@1 Model Match Provenance Sampled
1 Gemini Embedding 001 93.88 — Imported 2026-05-06
2 Gemini Embedding 001 (768d) 93.55 — Imported 2026-05-06
3 F2LLM-v2-14B 93.34 — Imported 2026-05-06
4 F2LLM-v2-8B 91.40 — Imported 2026-05-06
5 harrier-oss-v1-27b 90.40 — Imported 2026-05-06
6 Qwen3-Embedding-8B 89.40 — Imported 2026-05-06
7 Octen-Embedding-8B 85.63 — Imported 2026-05-06
8 Voyage AI voyage-multilingual-2 84.20 — Imported 2026-05-06
9 F2LLM-v2-4B 83.12 — Imported 2026-05-06
10 Qwen3-Embedding-4B 83.04 — Imported 2026-05-06
11 KaLM-Embedding-Gemma3-12B-2511 75.73 — Imported 2026-05-06
12 OpenAI text-embedding-3-large 69.93 — Imported 2026-05-06
13 F2LLM-v2-1.7B 67.72 — Imported 2026-05-06
14 Linq-Embed-Mistral 53.05 — Imported 2026-05-06
15 Voyage AI voyage-3 49.19 — Imported 2026-05-06
16 Voyage AI voyage-3.5 37.27 — Imported 2026-05-06
17 Cohere embed-multilingual-v3.0 26.43 — Imported 2026-05-06
18 Octen-Embedding-0.6B 24.78 — Imported 2026-05-06
19 llama-embed-nemotron-8b 23.76 — Imported 2026-05-06
20 Multilingual E5 Large 19.73 — Imported 2026-05-06
21 EmbeddingGemma 15.45 — Imported 2026-05-06
22 harrier-oss-v1-270m 12.73 — Imported 2026-05-06
23 harrier-oss-v1-0.6b 12.30 — Imported 2026-05-06
24 OpenAI text-embedding-3-small 6.80 — Imported 2026-05-06
25 KaLM-embedding-multilingual-mini-instruct-v2.5 5.26 — Imported 2026-05-06
26 dictabert-large 1.73 — Imported 2026-05-06
27 heBERT 1.07 — Imported 2026-05-06
28 dictabert-joint 0.92 — Imported 2026-05-06