| # 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](https://github.com/astral-sh/uv). Make sure you have uv installed, then set up the project: | |
| ```sh | |
| # 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: | |
| ```sh | |
| # 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](https://huggingface.co/settings/tokens). | |
| ## Usage | |
| The tool provides several modes of operation: | |
| ### Generate Embeddings | |
| Generate embeddings for Bible verses using your chosen model: | |
| ```sh | |
| # 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: | |
| ```sh | |
| # 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: | |
| ```sh | |
| # 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: | |
| ```sh | |
| # 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](https://huggingface.co/spaces/mteb/leaderboard). | |
| - [answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base) | |
| - 768 dimensions | |
| - BSB: 681.349 MB | |
| - [answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large) | |
| - 1024 dimensions | |
| - BSB: 907.059 MB | |
| - [BAAI/bge-large-en](https://huggingface.co/BAAI/bge-large-en) | |
| - 1024 dimensions | |
| - BSB: 899.769 MB | |
| - [BAAI/bge-base-en](https://huggingface.co/BAAI/bge-base-en) | |
| - 768 dimensions | |
| - BSB: 674.226 MB | |
| - [BAAI/bge-small-en](https://huggingface.co/BAAI/bge-small-en) | |
| - 384 dimensions | |
| - BSB: 338.351 MB | |
| - [BAAI/bge-m3](https://huggingface.co/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](https://huggingface.co/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](https://huggingface.co/ibm-granite/granite-embedding-30m-english) | |
| - 384 dimensions | |
| - BSB: 337.962 MB | |
| - [ibm-granite/granite-embedding-125m-english](https://huggingface.co/ibm-granite/granite-embedding-125m-english) | |
| - 768 dimensions | |
| - BSB: 677.83 MB | |
| - [ibm-granite/granite-embedding-107m-multilingual](https://huggingface.co/ibm-granite/granite-embedding-107m-multilingual) | |
| - 384 dimensions | |
| - BSB: 334.367 MB | |
| - [ibm-granite/granite-embedding-278m-multilingual](https://huggingface.co/ibm-granite/granite-embedding-278m-multilingual) | |
| - 768 dimensions | |
| - BSB: 642.516 MB | |
| - [infly/inf-retriever-v1](https://huggingface.co/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](https://huggingface.co/intfloat/e5-large-v2) | |
| - 1024 dimensions | |
| - BSB: 898.283 MB | |
| - [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2) | |
| - 768 dimensions | |
| - BSB: 672.98 MB | |
| - [intfloat/e5-small-v2](https://huggingface.co/intfloat/e5-small-v2) | |
| - 384 dimensions | |
| - BSB: 336.522 MB | |
| - [jinaai/jina-embeddings-v4](https://huggingface.co/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](https://huggingface.co/nvidia/NV-Embed-V2) | |
| - 1024 dimensions | |
| - BSB: 3465.70 MB | |
| - [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) | |
| - 384 dimensions | |
| - BSB: 336.741 MB | |
| - [Salesforce/SFR-Embedding-Mistral](https://huggingface.co/Salesforce/SFR-Embedding-Mistral) | |
| - 4096 dimensions | |
| - BSB: 3632.75 MB | |
| - [Snowflake/snowflake-arctic-embed-l-v2.0](https://huggingface.co/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](https://ai.google.dev/gemini-api/docs/embeddings) | |
| - 768 dimensions | |
| - BSB: 465.544 MB | |
| - [text-embedding-3-large](https://platform.openai.com/docs/guides/embeddings) | |
| - 3072 dimensions | |
| - BSB: 2717.202 MB | |
| - [text-embedding-3-small](https://platform.openai.com/docs/guides/embeddings) | |
| - 1536 dimensions | |
| - BSB: 1352.259 MB | |
| - [text-embedding-ada-002](https://platform.openai.com/docs/guides/embeddings) | |
| - 1536 dimensions | |
| - BSB: 1359.56 MB | |
| - [thenlper/gte-large](https://huggingface.co/thenlper/gte-large) | |
| - 1024 dimensions | |
| - BSB: 899.583 MB | |
| - [thenlper/gte-base](https://huggingface.co/thenlper/gte-base) | |
| - 768 dimensions | |
| - BSB: 674.492 MB | |
| - [thenlper/gte-small](https://huggingface.co/thenlper/gte-small) | |
| - 384 dimensions | |
| - BSB: 338.211 MB | |
| - [voyage-3](https://docs.voyageai.com/docs/embeddings) | |
| - 1024 dimensions | |
| - BSB: 899.583 MB | |
| ## 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) | |