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book string | chapter int64 | verse int64 | embedding list |
|---|---|---|---|
1 Chronicles | 1 | 1 | [
-0.038451184,
0.00979415,
0.0060208878,
-0.019478016,
-0.01895177,
0.015623288,
0.040210776,
0.0057875197,
0.013665989,
-0.06419778,
-0.022450158,
0.007018818,
0.008978379,
0.019796044,
-0.016896378,
-0.006400995,
0.03073539,
0.0068522994,
-0.0015739888,
-0.009256659,
0.02079... |
1 Chronicles | 1 | 2 | [
-0.033299338,
0.018138366,
0.0012054585,
-0.019369893,
-0.0028671203,
0.012318061,
0.046719402,
0.019351626,
0.020698976,
-0.0636634,
-0.02651895,
0.005531111,
0.013874913,
0.029243939,
-0.015229107,
-0.018891234,
0.03246563,
0.012305495,
0.01176614,
0.00627297,
0.011171926,
... |
1 Chronicles | 1 | 3 | [
-0.043794874,
0.0028605342,
0.0027329137,
-0.021997556,
-0.015426596,
0.0038395259,
0.043999303,
0.014399826,
0.03209925,
-0.058305606,
-0.018064009,
0.010083545,
0.016588137,
0.031732235,
-0.02048307,
-0.010420561,
0.031370737,
-0.0042817537,
0.0003110741,
0.0061986074,
0.01... |
1 Chronicles | 1 | 4 | [
-0.029317316,
0.007515113,
-0.0000486301,
-0.028596507,
-0.00617051,
-0.0002551488,
0.041086253,
0.0021146764,
0.039578646,
-0.054218035,
-0.013274647,
0.0041683577,
0.011544027,
0.017269656,
-0.021396132,
-0.022768477,
0.0028592004,
0.0068872836,
0.008524774,
0.0069602444,
0... |
1 Chronicles | 1 | 5 | [
-0.026616557,
0.014663356,
0.0035192363,
-0.015428244,
-0.001069976,
-0.0074735093,
0.026004624,
-0.013302061,
0.031730674,
-0.057589702,
-0.016576052,
0.011952057,
0.010784533,
0.015909454,
-0.022008631,
0.0031233719,
0.013575409,
0.008968549,
0.012404107,
-0.006525152,
0.02... |
1 Chronicles | 1 | 6 | [-0.022795629,0.021562496,-0.0075681587,-0.031344425,0.005394576,-0.0002804717,0.033326846,-0.013151(...TRUNCATED) |
1 Chronicles | 1 | 7 | [-0.023964342,0.013241251,-0.013316347,-0.019646568,-0.012637437,0.004288033,0.022300951,-0.00101340(...TRUNCATED) |
1 Chronicles | 1 | 8 | [-0.02950265,0.01269357,-0.004812725,-0.02199187,-0.010645902,-0.0032315506,0.039286453,-0.014739118(...TRUNCATED) |
1 Chronicles | 1 | 9 | [-0.02077083,0.030877471,0.010231878,-0.018051866,-0.008538769,0.002062049,0.027749712,-0.027242888,(...TRUNCATED) |
1 Chronicles | 1 | 10 | [-0.0054792487,0.026125021,-0.0013110479,-0.0034887525,-0.018260352,-0.009356404,0.014998727,-0.0254(...TRUNCATED) |
End of preview.
YAML Metadata Warning: empty or missing yaml metadata in repo card
Check out the documentation for more information.
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 bedrock # For Amazon Bedrock 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"
# Amazon Bedrock (AWS credentials)
export AWS_ACCESS_KEY_ID="your-aws-access-key-id"
export AWS_SECRET_ACCESS_KEY="your-aws-secret-access-key"
export AWS_REGION="us-east-1" # Optional, defaults to us-east-1
# 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.
AWS Bedrock Setup: To use Amazon Nova embedding models, you need:
- AWS Account with access to Amazon Bedrock
- IAM Permissions - Your AWS user/role needs the following permissions:
bedrock:InvokeModelfor the Nova embedding model
- Model Access - Request access to the Nova model in the Bedrock Console
- Navigate to: Bedrock → Model access → Manage model access
- Enable: Amazon Nova multimodal embeddings
- Credentials - Configure AWS credentials via:
- Environment variables (shown above), or
- AWS CLI (
aws configure), or - IAM role (if running on AWS infrastructure)
- Region - Nova is available in:
us-east-1,us-west-2, and other regions (check AWS docs for latest)
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"
# Amazon Nova with different dimensions (uses Matryoshka Representation Learning)
uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:3072" # 3072 dims (default)
uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:1024" # 1024 dims
uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:256" # 256 dims
uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:128" # 128 dims
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
│ └── gemini-embedding-2-preview
├── voyage
│ └── voyage-3
└── amazon-bedrock
├── amazon.nova-2-multimodal-embeddings-v1:0:128
├── amazon.nova-2-multimodal-embeddings-v1:0:256
├── amazon.nova-2-multimodal-embeddings-v1:0:1024
└── amazon.nova-2-multimodal-embeddings-v1:0:3072
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,gemini-embedding-2-preview,gemini-embedding-2-preview:768,gemini-embedding-2-preview:1536,gemini-embedding-2-preview:3072 - Voyage AI:
voyage-3 - Amazon Bedrock:
amazon.nova-2-multimodal-embeddings-v1:0:128,amazon.nova-2-multimodal-embeddings-v1:0:256,amazon.nova-2-multimodal-embeddings-v1:0:1024,amazon.nova-2-multimodal-embeddings-v1:0:3072
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:denseor:hybridsuffix) - 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 - Perplexity:
perplexity-ai/pplx-embed-v1-0.6b,perplexity-ai/pplx-embed-v1-4b,perplexity-ai/pplx-embed-context-v1-0.6b,perplexity-ai/pplx-embed-context-v1-4b - 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, Amazon Bedrock, 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 interfacetext/- Bible text files in JSON format (e.g.,bsb.json)embeddings/- Generated embeddings organized by provider/modelqueries.yaml- Evaluation queries and expected resultsresults.csv- Batch evaluation resultspyproject.toml- Project dependencies and configuration
Model Performance
For high-level information about these models, see the MTEB Leaderboard.
- answerdotai/ModernBERT-base
- 768 dimensions
- BSB: 681.349 MB
- answerdotai/ModernBERT-large
- 1024 dimensions
- BSB: 907.059 MB
- BAAI/bge-large-en
- 1024 dimensions
- BSB: 899.769 MB
- BAAI/bge-base-en
- 768 dimensions
- BSB: 674.226 MB
- BAAI/bge-small-en
- 384 dimensions
- BSB: 338.351 MB
- BAAI/bge-m3
- 1024 dimensions (dense mode)
- Multi-functionality: supports dense retrieval and hybrid search
- Multilingual support (100+ languages)
- Max input tokens: 8,192
- No instruction needed for queries
- google/embeddinggemma-300m
- 768 dimensions (also supports 512, 256, 128 via MRL)
- BSB: 645.719 MB
- 300M parameters, multilingual support (100+ languages)
- ibm-granite/granite-embedding-30m-english
- 384 dimensions
- BSB: 337.962 MB
- ibm-granite/granite-embedding-125m-english
- 768 dimensions
- BSB: 677.83 MB
- ibm-granite/granite-embedding-107m-multilingual
- 384 dimensions
- BSB: 334.367 MB
- ibm-granite/granite-embedding-278m-multilingual
- 768 dimensions
- BSB: 642.516 MB
- infly/inf-retriever-v1
- 3584 dimensions
- BSB: 3000 MB
- 7B parameters, optimized for Chinese & English retrieval
- Max input tokens: 32,768
- intfloat/e5-large-v2
- 1024 dimensions
- BSB: 898.283 MB
- intfloat/e5-base-v2
- 768 dimensions
- BSB: 672.98 MB
- intfloat/e5-small-v2
- 384 dimensions
- BSB: 336.522 MB
- jinaai/jina-embeddings-v4
- 2048 dimensions (supports Matryoshka dimensions: 128, 256, 512, 1024, 2048)
- BSB: 2100 MB
- 3.75B parameters, multimodal multilingual retrieval
- Max input tokens: 32,768
- nvidia/NV-Embed-V2
- 1024 dimensions
- BSB: 3465.70 MB
- sentence-transformers/all-MiniLM-L6-v2
- 384 dimensions
- BSB: 336.741 MB
- Salesforce/SFR-Embedding-Mistral
- 4096 dimensions
- BSB: 3632.75 MB
- Snowflake/snowflake-arctic-embed-l-v2.0
- 1024 dimensions (supports compression to 128 bytes via MRL)
- 568M parameters, multilingual support (74 languages)
- Max input tokens: 8,192
- text-embedding-004
- 768 dimensions
- BSB: 465.544 MB
- gemini-embedding-2-preview (Gemini Embedding 2)
- 768, 1536, or 3072 dimensions (default: 3072)
- Max input tokens: 8,192
- text-embedding-3-large
- 3072 dimensions
- BSB: 2717.202 MB
- text-embedding-3-small
- 1536 dimensions
- BSB: 1352.259 MB
- text-embedding-ada-002
- 1536 dimensions
- BSB: 1359.56 MB
- amazon.nova-2-multimodal-embeddings-v1:0
- Supports 4 dimensions via Matryoshka Representation Learning (MRL):
- 3072 dimensions (default) - BSB: ~2717 MB
- 1024 dimensions - BSB: ~906 MB
- 256 dimensions - BSB: ~226 MB
- 128 dimensions - BSB: ~113 MB
- First multimodal embedding model supporting text, images, documents, video, and audio
- Multilingual support (200 languages)
- Max input tokens: 8,192
- API-based via Amazon Bedrock
- Supports 4 dimensions via Matryoshka Representation Learning (MRL):
- thenlper/gte-large
- 1024 dimensions
- BSB: 899.583 MB
- thenlper/gte-base
- 768 dimensions
- BSB: 674.492 MB
- thenlper/gte-small
- 384 dimensions
- BSB: 338.211 MB
- voyage-3
- 1024 dimensions
- BSB: 899.583 MB
- perplexity-ai/pplx-embed-v1-0.6b / perplexity-ai/pplx-embed-context-v1-0.6b
- 1024 dimensions
- 0.6B parameters, 32K context window
pplx-embed-v1for queries/independent text;pplx-embed-context-v1for RAG document chunks
- perplexity-ai/pplx-embed-v1-4b / perplexity-ai/pplx-embed-context-v1-4b
- 2560 dimensions
- 4B parameters, 32K context window
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/perplexity-ai-pplx-embed-v1-0.6b (BSB)
Accuracy: 74.2% (1184/1596 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 | 0.6608 | ✅ |
| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.6070 | ✅ |
| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Romans 3:8 | 0.5080 | ❌ |
| they meant bad but god meant good | ['Genesis 50:20'] | Hebrews 11:40 | 0.4843 | ❌ |
| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.5464 | ❌ |
| god loves the world | ['John 3:16'] | 1 John 2:15 | 0.5001 | ⚠️ |
| isn't there a verse about god loved the whole worl... | ['John 3:16'] | 1 John 2:15 | 0.5194 | ⚠️ |
| god loved the whole world | ['John 3:16'] | 1 John 2:15 | 0.4837 | ⚠️ |
| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | John 1:2 | 0.5090 | ❌ |
| in the beginning god created | ['Genesis 1:1'] | John 1:2 | 0.5405 | ⚠️ |
... 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
google-gemini/gemini-embedding-2-preview (BSB)
Accuracy: 68.1% (1087/1596 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 | 0.8141 | ✅ |
| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8154 | ✅ |
| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Genesis 50:20 | 0.8250 | ✅ |
| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.7993 | ✅ |
| isn't there a verse about god loves the world? | ['John 3:16'] | John 3:17 | 0.7980 | ⚠️ |
| god loves the world | ['John 3:16'] | John 3:17 | 0.7686 | ❌ |
| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:17 | 0.7842 | ⚠️ |
| god loved the whole world | ['John 3:16'] | John 3:17 | 0.7782 | ⚠️ |
| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8372 | ✅ |
| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8610 | ✅ |
... and 522 more queries
huggingface/perplexity-ai-pplx-embed-v1-4b (BSB)
Accuracy: 68.0% (1085/1596 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 | 0.4724 | ✅ |
| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.4534 | ✅ |
| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Genesis 50:20 | 0.5372 | ✅ |
| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.4908 | ✅ |
| isn't there a verse about god loves the world? | ['John 3:16'] | John 3:16 | 0.4732 | ✅ |
| god loves the world | ['John 3:16'] | Exodus 20:1 | 0.4595 | ❌ |
| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.5077 | ✅ |
| god loved the whole world | ['John 3:16'] | Exodus 20:1 | 0.5477 | ❌ |
| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.5393 | ✅ |
| in the beginning god created | ['Genesis 1:1'] | Exodus 20:1 | 0.4948 | ❌ |
... 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/perplexity-ai-pplx-embed-context-v1-4b (BSB)
Accuracy: 62.7% (1000/1596 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 | 0.4391 | ✅ |
| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.4206 | ✅ |
| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 2 Thessalonians 1:6 | 0.4377 | ❌ |
| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.5095 | ✅ |
| isn't there a verse about god loves the world? | ['John 3:16'] | John 3:16 | 0.5066 | ✅ |
| god loves the world | ['John 3:16'] | John 3:16 | 0.4470 | ✅ |
| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.5182 | ✅ |
| god loved the whole world | ['John 3:16'] | Exodus 20:1 | 0.5040 | ⚠️ |
| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Isaiah 40:28 | 0.3738 | ❌ |
| in the beginning god created | ['Genesis 1:1'] | Numbers 27:6 | 0.4675 | ❌ |
... 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/perplexity-ai-pplx-embed-context-v1-0.6b (BSB)
Accuracy: 60.7% (969/1596 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 | 0.5886 | ✅ |
| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.5761 | ✅ |
| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Hebrews 11:40 | 0.5064 | ❌ |
| they meant bad but god meant good | ['Genesis 50:20'] | Hebrews 11:40 | 0.5399 | ❌ |
| isn't there a verse about god loves the world? | ['John 3:16'] | Romans 3:6 | 0.5124 | ❌ |
| god loves the world | ['John 3:16'] | Romans 3:6 | 0.5085 | ❌ |
| isn't there a verse about god loved the whole worl... | ['John 3:16'] | Romans 3:6 | 0.4281 | ❌ |
| god loved the whole world | ['John 3:16'] | Romans 3:6 | 0.4974 | ❌ |
| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Mark 10:6 | 0.4637 | ❌ |
| in the beginning god created | ['Genesis 1:1'] | John 1:2 | 0.5382 | ⚠️ |
... 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)
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