# 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)