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Bible Embeddings

A comprehensive tool for generating and evaluating Bible verse embeddings using various state-of-the-art embedding models. This project supports both commercial APIs (OpenAI, Google Gemini, Voyage AI) and open-source models (HuggingFace sentence-transformers) for semantic search across biblical texts.

Setup

This project is managed with uv. Make sure you have uv installed, then set up the project:

# Install dependencies
uv sync

# Install specific provider dependencies
uv sync --extra openai      # For OpenAI models
uv sync --extra gemini      # For Google Gemini models
uv sync --extra voyage      # For Voyage AI models
uv sync --extra all         # Install all provider dependencies

API Keys

Set up environment variables for the providers you want to use:

# OpenAI
export OPENAI_API_KEY="your-openai-api-key"

# Google Gemini
export GOOGLE_API_KEY="your-google-api-key"

# Voyage AI
export VOYAGE_API_KEY="your-voyage-api-key"

# HuggingFace (for private models or increased rate limits)
export HF_TOKEN="your-huggingface-token"

Note: The HuggingFace token is optional for most public models but required for:

  • Private or gated models (like some variants of EmbeddingGemma)
  • Avoiding rate limits when downloading models
  • Models that require authentication

You can get a HuggingFace token from https://huggingface.co/settings/tokens.

Usage

The tool provides several modes of operation:

Generate Embeddings

Generate embeddings for Bible verses using your chosen model:

# Interactive mode - prompts for translation and model selection
uv run main.py embed

# Specify translation and model directly
uv run main.py embed --translation bsb --model "BAAI/bge-large-en"

# Skip verses that already have embeddings
uv run main.py embed --translation bsb --model "text-embedding-3-small" --skip-existing

# Customize batch size for processing
uv run main.py embed --translation bsb --model "sentence-transformers/all-MiniLM-L6-v2" --batch-size 50

# BGE-M3 dense mode (default - uses FlagEmbedding library
uv run main.py embed --translation bsb --model "BAAI/bge-m3"
uv run main.py embed --translation bsb --model "BAAI/bge-m3:dense"

# BGE-M3 hybrid mode (combines dense + sparse for hybrid search)
uv run main.py embed --translation bsb --model "BAAI/bge-m3:hybrid"

Search Verses

Search for Bible verses using natural language queries:

# Interactive search mode
uv run main.py query

# Disable HNSW optimization for exact brute-force search
uv run main.py query --no-hnsw

Batch Evaluation

Run batch queries for evaluation and benchmarking:

# Run batch queries from queries.yaml file
uv run main.py batch --translation bsb --model "text-embedding-3-large"

# Specify custom files and concurrency
uv run main.py batch --queries-file custom_queries.yaml --results-file results.csv --concurrency 10

# Disable HNSW optimization for exact results
uv run main.py batch --translation bsb --model "BAAI/bge-large-en" --no-hnsw

# BGE-M3 evaluation with different modes
uv run main.py batch --translation bsb --model "BAAI/bge-m3:dense"
uv run main.py batch --translation bsb --model "BAAI/bge-m3:hybrid"

Generate Reports

Generate markdown reports from evaluation results:

# Update README.md with latest results
uv run main.py report --results-file results.csv

# Generate custom report with limited query examples
uv run main.py report --results-file results.csv --output-file evaluation_report.md --max-queries 5

After embedding, you will see a directory structure with JSON files organized like this:

embeddings
├── huggingface
│   └── BAAI-bge-large-en
│       ├── Genesis
│       │   ├── 001.json
│       │   ├── 002.json
│       │   ├── 003.json
│       │   └── etc
│       ├── Exodus
│       │   ├── 001.json
│       │   ├── 002.json
│       │   ├── 003.json
│       │   └── etc
│       └── Leviticus
│           ├── 001.json
│           ├── 002.json
│           ├── 003.json
│           └── etc
├── openai
│   ├── text-embedding-3-large
│   ├── text-embedding-3-small
│   └── text-embedding-ada-002
├── google-gemini
│   └── text-embedding-004
└── voyage
    └── voyage-3

Available Models

The tool supports embedding models from multiple providers:

Commercial APIs

  • OpenAI: text-embedding-3-small, text-embedding-3-large, text-embedding-ada-002
  • Google Gemini: text-embedding-004
  • Voyage AI: voyage-3

Open Source (HuggingFace)

  • ModernBERT: answerdotai/ModernBERT-base, answerdotai/ModernBERT-large
  • BGE: BAAI/bge-large-en, BAAI/bge-base-en, BAAI/bge-small-en, BAAI/bge-m3 (use :dense or :hybrid suffix)
  • Google EmbeddingGemma: google/embeddinggemma-300m
  • IBM Granite: ibm-granite/granite-embedding-30m-english, ibm-granite/granite-embedding-125m-english, ibm-granite/granite-embedding-107m-multilingual, ibm-granite/granite-embedding-278m-multilingual
  • INF Retriever: infly/inf-retriever-v1
  • E5: intfloat/e5-large-v2, intfloat/e5-base-v2, intfloat/e5-small-v2
  • Jina: jinaai/jina-embeddings-v4
  • Nomic: nomic-ai/nomic-embed-text-v1.5
  • NVIDIA: nvidia/NV-Embed-V2
  • Qwen: Qwen/Qwen3-Embedding-0.6B, Qwen/Qwen3-Embedding-4B, Qwen/Qwen3-Embedding-8B
  • Sentence Transformers: sentence-transformers/all-MiniLM-L6-v2
  • Salesforce: Salesforce/SFR-Embedding-Mistral
  • Snowflake: Snowflake/snowflake-arctic-embed-l-v2.0
  • GTE: thenlper/gte-large, thenlper/gte-base, thenlper/gte-small

Features

  • Multiple Providers: Support for OpenAI, Google Gemini, Voyage AI, and 18+ HuggingFace models
  • Batch Processing: Efficient batch embedding generation with configurable batch sizes
  • FAISS Integration: Fast approximate nearest neighbor search using HNSW indexing
  • Evaluation Framework: Comprehensive batch query evaluation with accuracy scoring
  • Resume Capability: Skip already processed verses with --skip-existing
  • Flexible Output: JSON embeddings organized by provider/model/book/chapter
  • Interactive Search: Real-time verse search with natural language queries
  • Report Generation: Automated markdown report generation from evaluation results

File Structure

  • main.py - Main application with CLI interface
  • text/ - Bible text files in JSON format (e.g., bsb.json)
  • embeddings/ - Generated embeddings organized by provider/model
  • queries.yaml - Evaluation queries and expected results
  • results.csv - Batch evaluation results
  • pyproject.toml - Project dependencies and configuration

Model Performance

For high-level information about these models, see the MTEB Leaderboard.

Results

✅ denotes accurate result.

openai/text-embedding-3-large (BSB)

Accuracy: 89.3% (1426/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.5413 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.5656 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.5969 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.5508 ✅
isn't there a verse about god loves the world? ['John 3:16'] John 3:16 0.5114 ✅
god loves the world ['John 3:16'] John 3:16 0.5049 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.5167 ✅
god loved the whole world ['John 3:16'] John 3:16 0.5231 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6834 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.7529 ✅

... and 522 more queries

huggingface/infly-inf-retriever-v1 (BSB)

Accuracy: 84.2% (1344/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6382 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7273 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.5889 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.6316 ✅
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.6489 ❌
god loves the world ['John 3:16'] John 3:16 0.6032 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.6330 ✅
god loved the whole world ['John 3:16'] John 3:16 0.6363 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6488 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.7496 ✅

... and 522 more queries

huggingface/Qwen-Qwen3-Embedding-8B (BSB)

Accuracy: 82.8% (1322/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6020 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6260 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.6016 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.6255 ✅
isn't there a verse about god loves the world? ['John 3:16'] John 3:16 0.6166 ✅
god loves the world ['John 3:16'] 1 John 4:8 0.6084 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.6256 ✅
god loved the whole world ['John 3:16'] John 3:16 0.6262 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6202 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.6736 ✅

... and 522 more queries

openai/text-embedding-3-small (BSB)

Accuracy: 81.0% (1293/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.5147 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.5744 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.5233 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.5115 ✅
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.5173 ❌
god loves the world ['John 3:16'] John 3:16 0.5627 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.5044 ✅
god loved the whole world ['John 3:16'] John 3:16 0.5400 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] John 1:2 0.5501 ❌
in the beginning god created ['Genesis 1:1'] John 1:2 0.5894 ❌

... and 522 more queries

google-gemini/text-embedding-004 (BSB)

Accuracy: 80.3% (1282/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7386 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7778 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.7120 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.6916 ✅
isn't there a verse about god loves the world? ['John 3:16'] 1 John 4:8 0.6559 ❌
god loves the world ['John 3:16'] 1 John 2:15 0.6578 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] 1 John 4:8 0.6519 ❌
god loved the whole world ['John 3:16'] John 3:16 0.6571 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.7756 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8750 ✅

... and 522 more queries

openai/text-embedding-ada-002 (BSB)

Accuracy: 78.3% (1250/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8261 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8748 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.8480 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.8624 ✅
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8250 ❌
god loves the world ['John 3:16'] Acts 17:24 0.8596 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8246 ✅
god loved the whole world ['John 3:16'] Colossians 1:19 0.8621 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8564 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9249 ✅

... and 522 more queries

huggingface/jinaai-jina-embeddings-v4 (BSB)

Accuracy: 74.5% (1189/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.7171 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.7313 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.6782 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.6987 ✅
isn't there a verse about god loves the world? ['John 3:16'] John 3:16 0.7054 ✅
god loves the world ['John 3:16'] John 3:16 0.6777 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.7051 ✅
god loved the whole world ['John 3:16'] John 3:16 0.6841 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.7365 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.7770 ✅

... and 522 more queries

huggingface/Qwen-Qwen3-Embedding-0.6B (BSB)

Accuracy: 73.9% (1179/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.6455 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.6461 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.6596 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.6567 ✅
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.6730 ❌
god loves the world ['John 3:16'] 1 John 2:15 0.6744 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.6674 ✅
god loved the whole world ['John 3:16'] John 3:16 0.6288 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 2:4 0.6557 ❌
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.6935 ✅

... and 522 more queries

huggingface/thenlper-gte-large (BSB)

Accuracy: 73.1% (1166/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9098 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9222 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.8815 ❌
they meant bad but god meant good ['Genesis 50:20'] Jonah 3:10 0.8847 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8870 ❌
god loves the world ['John 3:16'] John 3:16 0.8905 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8947 ✅
god loved the whole world ['John 3:16'] John 3:16 0.9046 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8984 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9218 ✅

... and 522 more queries

huggingface/thenlper-gte-base (BSB)

Accuracy: 72.5% (1157/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9002 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9417 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.8719 ❌
they meant bad but god meant good ['Genesis 50:20'] Jonah 3:10 0.8689 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8811 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.9002 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8809 ✅
god loved the whole world ['John 3:16'] John 3:16 0.8958 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8916 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9297 ✅

... and 522 more queries

huggingface/Qwen-Qwen3-Embedding-4B (BSB)

Accuracy: 72.4% (1156/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6945 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6686 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.6868 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.6910 ✅
isn't there a verse about god loves the world? ['John 3:16'] 1 John 4:7 0.6471 ❌
god loves the world ['John 3:16'] 1 John 4:7 0.6258 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] 1 John 4:7 0.6446 ❌
god loved the whole world ['John 3:16'] 1 John 4:7 0.6103 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6311 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.6547 ✅

... and 522 more queries

huggingface/intfloat-e5-large-v2 (BSB)

Accuracy: 72.3% (1154/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 Corinthians 8:3 0.8327 ❌
god is love ['1 John 4:8', '1 John 4:16'] 1 Corinthians 8:3 0.8525 ⚠️
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 1 Kings 22:18 0.8325 ❌
they meant bad but god meant good ['Genesis 50:20'] Jonah 3:10 0.8561 ⚠️
isn't there a verse about god loves the world? ['John 3:16'] John 3:16 0.8422 ✅
god loves the world ['John 3:16'] Psalms 33:5 0.8674 ⚠️
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8558 ✅
god loved the whole world ['John 3:16'] John 3:16 0.8797 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Hebrews 1:10 0.8615 ⚠️
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8899 ✅

... and 522 more queries

huggingface/nomic-ai-nomic-embed-text-v1.5 (BSB)

Accuracy: 70.0% (1117/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.7783 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.8608 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.7218 ❌
they meant bad but god meant good ['Genesis 50:20'] 3 John 1:11 0.7603 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 4:10 0.7358 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.7586 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Psalms 47:7 0.7419 ⚠️
god loved the whole world ['John 3:16'] John 3:16 0.7542 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.7893 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8856 ✅

... and 522 more queries

huggingface/thenlper-gte-small (BSB)

Accuracy: 69.2% (1105/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8877 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9231 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Psalms 16:2 0.8769 ❌
they meant bad but god meant good ['Genesis 50:20'] Psalms 99:8 0.8747 ❌
isn't there a verse about god loves the world? ['John 3:16'] Psalms 33:5 0.8803 ❌
god loves the world ['John 3:16'] John 3:16 0.8953 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8759 ✅
god loved the whole world ['John 3:16'] John 3:16 0.9033 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8878 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9345 ✅

... and 522 more queries

huggingface/intfloat-e5-base-v2 (BSB)

Accuracy: 69.2% (1104/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8455 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8602 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.8271 ✅
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.8702 ✅
isn't there a verse about god loves the world? ['John 3:16'] Psalms 33:5 0.8438 ❌
god loves the world ['John 3:16'] John 3:16 0.8830 ✅
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8521 ✅
god loved the whole world ['John 3:16'] John 3:16 0.9004 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8846 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9191 ✅

... and 522 more queries

huggingface/Salesforce-SFR-Embedding-Mistral (BSB)

Accuracy: 69.0% (1102/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7445 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 Corinthians 16:14 0.7566 ⚠️
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 2 Corinthians 4:9 0.7691 ❌
they meant bad but god meant good ['Genesis 50:20'] 2 Corinthians 4:9 0.7431 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 Corinthians 10:26 0.7314 ❌
god loves the world ['John 3:16'] 1 Timothy 2:4 0.7534 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Luke 6:32 0.7255 ❌
god loved the whole world ['John 3:16'] 1 Timothy 2:4 0.7873 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 2:4 0.7391 ⚠️
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8207 ✅

... and 522 more queries

huggingface/ibm-granite-granite-embedding-125m-english (BSB)

Accuracy: 68.5% (1093/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9067 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 Corinthians 8:3 0.8899 ⚠️
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 1 Samuel 20:7 0.8453 ❌
they meant bad but god meant good ['Genesis 50:20'] Genesis 50:20 0.8547 ✅
isn't there a verse about god loves the world? ['John 3:16'] John 3:16 0.8874 ✅
god loves the world ['John 3:16'] 1 Corinthians 8:3 0.8800 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8965 ✅
god loved the whole world ['John 3:16'] John 3:16 0.8781 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.9000 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9231 ✅

... and 522 more queries

huggingface/Snowflake-snowflake-arctic-embed-l-v2.0 (BSB)

Accuracy: 67.0% (1070/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7936 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7629 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Luke 2:50 0.6404 ❌
they meant bad but god meant good ['Genesis 50:20'] Romans 14:16 0.6212 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.6985 ❌
god loves the world ['John 3:16'] 1 John 4:8 0.7082 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Romans 3:6 0.6505 ❌
god loved the whole world ['John 3:16'] 1 John 4:11 0.6937 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.7560 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8232 ✅

... and 522 more queries

voyage/voyage-3 (BSB)

Accuracy: 67.0% (1070/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6550 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.5223 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Genesis 50:20 0.6179 ✅
they meant bad but god meant good ['Genesis 50:20'] John 10:35 0.5053 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.6442 ❌
god loves the world ['John 3:16'] Psalms 67:7 0.5297 ⚠️
isn't there a verse about god loved the whole worl... ['John 3:16'] 1 John 4:11 0.5903 ⚠️
god loved the whole world ['John 3:16'] Psalms 67:7 0.5342 ⚠️
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6182 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.7306 ✅

... and 522 more queries

huggingface/ibm-granite-granite-embedding-30m-english (BSB)

Accuracy: 65.4% (1043/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8550 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8605 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.7846 ❌
they meant bad but god meant good ['Genesis 50:20'] 3 John 1:11 0.8021 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8359 ❌
god loves the world ['John 3:16'] 1 Corinthians 8:3 0.8507 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.8176 ✅
god loved the whole world ['John 3:16'] John 3:16 0.8326 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8433 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8949 ✅

... and 522 more queries

huggingface/ibm-granite-granite-embedding-278m-multilingual (BSB)

Accuracy: 64.7% (1033/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8351 ✅
god is love ['1 John 4:8', '1 John 4:16'] Deuteronomy 2:17 0.7579 ⚠️
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.7421 ❌
they meant bad but god meant good ['Genesis 50:20'] 3 John 1:11 0.7788 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8356 ⚠️
god loves the world ['John 3:16'] 1 John 2:15 0.8032 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] 1 John 2:15 0.8294 ⚠️
god loved the whole world ['John 3:16'] John 3:16 0.8055 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8190 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8354 ✅

... and 522 more queries

huggingface/BAAI-bge-m3-dense (BSB)

Accuracy: 62.2% (992/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6699 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7351 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Proverbs 12:2 0.6369 ❌
they meant bad but god meant good ['Genesis 50:20'] Proverbs 12:2 0.6630 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.6499 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.7644 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Psalms 33:5 0.6185 ❌
god loved the whole world ['John 3:16'] Psalms 33:5 0.7214 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6806 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8226 ✅

... and 522 more queries

huggingface/BAAI-bge-m3-hybrid (BSB)

Accuracy: 62.2% (992/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.6698 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.7352 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Proverbs 12:2 0.6369 ❌
they meant bad but god meant good ['Genesis 50:20'] Proverbs 12:2 0.6630 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.6499 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.7644 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Psalms 33:5 0.6185 ❌
god loved the whole world ['John 3:16'] Psalms 33:5 0.7214 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6806 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8226 ✅

... and 522 more queries

huggingface/ibm-granite-granite-embedding-107m-multilingual (BSB)

Accuracy: 61.3% (978/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8308 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:7 0.7601 ⚠️
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.7560 ❌
they meant bad but god meant good ['Genesis 50:20'] 3 John 1:11 0.7977 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8450 ❌
god loves the world ['John 3:16'] 1 John 2:15 0.8174 ⚠️
isn't there a verse about god loved the whole worl... ['John 3:16'] 1 John 2:15 0.8514 ❌
god loved the whole world ['John 3:16'] 1 John 2:15 0.8083 ⚠️
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8195 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8433 ✅

... and 522 more queries

huggingface/intfloat-e5-small-v2 (BSB)

Accuracy: 61.0% (974/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] Romans 3:6 0.8576 ❌
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.8943 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 1 Peter 3:17 0.8629 ❌
they meant bad but god meant good ['Genesis 50:20'] 1 Peter 3:17 0.8879 ❌
isn't there a verse about god loves the world? ['John 3:16'] Romans 3:6 0.8830 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.8945 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Romans 3:6 0.8852 ❌
god loved the whole world ['John 3:16'] John 3:16 0.9048 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Deuteronomy 4:32 0.8603 ❌
in the beginning god created ['Genesis 1:1'] Mark 10:6 0.8955 ❌

... and 522 more queries

huggingface/sentence-transformers-all-MiniLM-L6-v2 (BSB)

Accuracy: 59.6% (951/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.6131 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.6814 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Luke 18:19 0.5797 ❌
they meant bad but god meant good ['Genesis 50:20'] Luke 18:19 0.5357 ❌
isn't there a verse about god loves the world? ['John 3:16'] Psalms 33:5 0.5652 ⚠️
god loves the world ['John 3:16'] Psalms 33:5 0.6514 ⚠️
isn't there a verse about god loved the whole worl... ['John 3:16'] John 3:16 0.6053 ✅
god loved the whole world ['John 3:16'] John 3:16 0.6701 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.6438 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8086 ✅

... and 522 more queries

huggingface/BAAI-bge-base-en (BSB)

Accuracy: 56.9% (908/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8588 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.9078 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.8825 ❌
they meant bad but god meant good ['Genesis 50:20'] 3 John 1:11 0.8639 ❌
isn't there a verse about god loves the world? ['John 3:16'] James 2:5 0.8710 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.8953 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] James 2:5 0.8638 ❌
god loved the whole world ['John 3:16'] John 3:16 0.8891 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8797 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9462 ✅

... and 522 more queries

huggingface/BAAI-bge-large-en (BSB)

Accuracy: 47.4% (756/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.8739 ✅
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:8 0.9084 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] 3 John 1:11 0.9180 ❌
they meant bad but god meant good ['Genesis 50:20'] Amos 5:14 0.8809 ❌
isn't there a verse about god loves the world? ['John 3:16'] 1 John 2:15 0.8713 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.8973 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Psalms 24:1 0.8631 ❌
god loved the whole world ['John 3:16'] John 3:16 0.8930 ✅
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Job 31:15 0.8735 ❌
in the beginning god created ['Genesis 1:1'] John 1:2 0.9178 ❌

... and 522 more queries

huggingface/google-embeddinggemma-300m (BSB)

Accuracy: 46.4% (741/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] Romans 3:29 0.6238 ❌
god is love ['1 John 4:8', '1 John 4:16'] Philippians 1:8 0.6681 ❌
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Job 4:9 0.6174 ❌
they meant bad but god meant good ['Genesis 50:20'] Mark 12:27 0.6066 ❌
isn't there a verse about god loves the world? ['John 3:16'] Romans 3:29 0.6118 ❌
god loves the world ['John 3:16'] Psalms 33:5 0.6894 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Psalms 77:8 0.6211 ❌
god loved the whole world ['John 3:16'] Psalms 33:5 0.6843 ⚠️
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Habakkuk 2:13 0.6246 ❌
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.8290 ✅

... and 522 more queries

huggingface/BAAI-bge-small-en (BSB)

Accuracy: 43.4% (693/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] Psalms 83:1 0.8659 ⚠️
god is love ['1 John 4:8', '1 John 4:16'] 1 John 4:16 0.9193 ✅
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Exodus 20:1 0.8986 ❌
they meant bad but god meant good ['Genesis 50:20'] 3 John 1:11 0.8871 ❌
isn't there a verse about god loves the world? ['John 3:16'] Jeremiah 46:1 0.8828 ❌
god loves the world ['John 3:16'] Psalms 47:7 0.9070 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Psalms 24:1 0.8867 ❌
god loved the whole world ['John 3:16'] Psalms 47:7 0.9047 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Genesis 1:1 0.8808 ✅
in the beginning god created ['Genesis 1:1'] Genesis 1:1 0.9486 ✅

... and 522 more queries

huggingface/answerdotai-ModernBERT-base (BSB)

Accuracy: 7.7% (123/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] Psalms 77:13 0.9407 ❌
god is love ['1 John 4:8', '1 John 4:16'] 1 Corinthians 16:14 0.8460 ❌
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] John 12:33 0.9347 ❌
they meant bad but god meant good ['Genesis 50:20'] Matthew 25:42 0.8702 ❌
isn't there a verse about god loves the world? ['John 3:16'] Job 35:10 0.9424 ❌
god loves the world ['John 3:16'] Psalms 9:8 0.8963 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] Job 35:10 0.9432 ❌
god loved the whole world ['John 3:16'] 1 Corinthians 10:3 0.9205 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] Job 35:10 0.9430 ❌
in the beginning god created ['Genesis 1:1'] John 1:2 0.9087 ❌

... and 522 more queries

huggingface/answerdotai-ModernBERT-large (BSB)

Accuracy: 7.1% (113/1596 points across 532 queries)

Query Expected Top Result Score ✓
isn't there a verse about god is love? ['1 John 4:8', '1 John 4:16'] 2 Corinthians 6:15 0.8949 ❌
god is love ['1 John 4:8', '1 John 4:16'] 1 Corinthians 16:14 0.8714 ❌
verse about they meant bad but god meant good (rou... ['Genesis 50:20'] Job 31:17 0.9019 ❌
they meant bad but god meant good ['Genesis 50:20'] Exodus 20:1 0.8827 ❌
isn't there a verse about god loves the world? ['John 3:16'] John 16:2 0.9092 ❌
god loves the world ['John 3:16'] John 6:48 0.8888 ❌
isn't there a verse about god loved the whole worl... ['John 3:16'] John 16:2 0.9090 ❌
god loved the whole world ['John 3:16'] Exodus 20:1 0.9026 ❌
isn't there a verse about in the beginning god cre... ['Genesis 1:1'] 2 Corinthians 6:15 0.9006 ❌
in the beginning god created ['Genesis 1:1'] Job 27:1 0.8892 ❌

... and 522 more queries

Legend

  • ✅ Perfect Match - Expected result appears as #1 result (3 points)
  • ⚠️ Good Match - Expected result appears as #2 result (2 points)
  • ❌ Poor/No Match - Expected result appears as #3 result (1 point) or not in top 3 (0 points)