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Add pplx models

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  1. README.md +130 -3
  2. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/001.json +3 -0
  3. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/002.json +3 -0
  4. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/003.json +3 -0
  5. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/004.json +3 -0
  6. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/005.json +3 -0
  7. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/006.json +3 -0
  8. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/007.json +3 -0
  9. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/008.json +3 -0
  10. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/009.json +3 -0
  11. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/010.json +3 -0
  12. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/011.json +3 -0
  13. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/012.json +3 -0
  14. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/013.json +3 -0
  15. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/014.json +3 -0
  16. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/015.json +3 -0
  17. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/016.json +3 -0
  18. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/017.json +3 -0
  19. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/018.json +3 -0
  20. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/019.json +3 -0
  21. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/020.json +3 -0
  22. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/021.json +3 -0
  23. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/022.json +3 -0
  24. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/023.json +3 -0
  25. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/024.json +3 -0
  26. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/025.json +3 -0
  27. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/026.json +3 -0
  28. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/027.json +3 -0
  29. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/028.json +3 -0
  30. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Chronicles/029.json +3 -0
  31. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/001.json +3 -0
  32. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/002.json +3 -0
  33. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/003.json +3 -0
  34. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/004.json +3 -0
  35. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/005.json +3 -0
  36. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/006.json +3 -0
  37. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/007.json +3 -0
  38. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/008.json +3 -0
  39. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/009.json +3 -0
  40. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/010.json +3 -0
  41. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/011.json +3 -0
  42. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/012.json +3 -0
  43. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/013.json +3 -0
  44. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/014.json +3 -0
  45. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/015.json +3 -0
  46. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 Corinthians/016.json +3 -0
  47. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 John/001.json +3 -0
  48. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 John/002.json +3 -0
  49. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 John/003.json +3 -0
  50. embeddings/huggingface/perplexity-ai-pplx-embed-context-v1-0.6b/1 John/004.json +3 -0
README.md CHANGED
@@ -14,6 +14,7 @@ uv sync
14
  uv sync --extra openai # For OpenAI models
15
  uv sync --extra gemini # For Google Gemini models
16
  uv sync --extra voyage # For Voyage AI models
 
17
  uv sync --extra all # Install all provider dependencies
18
  ```
19
 
@@ -31,6 +32,12 @@ export GOOGLE_API_KEY="your-google-api-key"
31
  # Voyage AI
32
  export VOYAGE_API_KEY="your-voyage-api-key"
33
 
 
 
 
 
 
 
34
  # HuggingFace (for private models or increased rate limits)
35
  export HF_TOKEN="your-huggingface-token"
36
  ```
@@ -43,6 +50,20 @@ export HF_TOKEN="your-huggingface-token"
43
 
44
  You can get a HuggingFace token from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens).
45
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
46
  ## Usage
47
 
48
  The tool provides several modes of operation:
@@ -70,6 +91,12 @@ uv run main.py embed --translation bsb --model "BAAI/bge-m3:dense"
70
 
71
  # BGE-M3 hybrid mode (combines dense + sparse for hybrid search)
72
  uv run main.py embed --translation bsb --model "BAAI/bge-m3:hybrid"
 
 
 
 
 
 
73
  ```
74
 
75
  ### Search Verses
@@ -142,8 +169,13 @@ embeddings
142
  │ └── text-embedding-ada-002
143
  ├── google-gemini
144
  │ └── text-embedding-004
145
- └── voyage
146
- └── voyage-3
 
 
 
 
 
147
  ```
148
 
149
  ## Available Models
@@ -155,6 +187,7 @@ The tool supports embedding models from multiple providers:
155
  - **OpenAI**: `text-embedding-3-small`, `text-embedding-3-large`, `text-embedding-ada-002`
156
  - **Google Gemini**: `text-embedding-004`
157
  - **Voyage AI**: `voyage-3`
 
158
 
159
  ### Open Source (HuggingFace)
160
 
@@ -167,6 +200,7 @@ The tool supports embedding models from multiple providers:
167
  - **Jina**: `jinaai/jina-embeddings-v4`
168
  - **Nomic**: `nomic-ai/nomic-embed-text-v1.5`
169
  - **NVIDIA**: `nvidia/NV-Embed-V2`
 
170
  - **Qwen**: `Qwen/Qwen3-Embedding-0.6B`, `Qwen/Qwen3-Embedding-4B`, `Qwen/Qwen3-Embedding-8B`
171
  - **Sentence Transformers**: `sentence-transformers/all-MiniLM-L6-v2`
172
  - **Salesforce**: `Salesforce/SFR-Embedding-Mistral`
@@ -175,7 +209,7 @@ The tool supports embedding models from multiple providers:
175
 
176
  ## Features
177
 
178
- - **Multiple Providers**: Support for OpenAI, Google Gemini, Voyage AI, and 18+ HuggingFace models
179
  - **Batch Processing**: Efficient batch embedding generation with configurable batch sizes
180
  - **FAISS Integration**: Fast approximate nearest neighbor search using HNSW indexing
181
  - **Evaluation Framework**: Comprehensive batch query evaluation with accuracy scoring
@@ -278,6 +312,16 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
278
  - [text-embedding-ada-002](https://platform.openai.com/docs/guides/embeddings)
279
  - 1536 dimensions
280
  - BSB: 1359.56 MB
 
 
 
 
 
 
 
 
 
 
281
  - [thenlper/gte-large](https://huggingface.co/thenlper/gte-large)
282
  - 1024 dimensions
283
  - BSB: 899.583 MB
@@ -290,6 +334,13 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
290
  - [voyage-3](https://docs.voyageai.com/docs/embeddings)
291
  - 1024 dimensions
292
  - BSB: 899.583 MB
 
 
 
 
 
 
 
293
 
294
  ## Results
295
 
@@ -428,6 +479,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
428
 
429
  *... and 522 more queries*
430
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
431
  ### huggingface/Qwen-Qwen3-Embedding-0.6B (BSB)
432
 
433
  **Accuracy: 73.9%** (1179/1596 points across 532 queries)
@@ -618,6 +688,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
618
 
619
  *... and 522 more queries*
620
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
621
  ### huggingface/Snowflake-snowflake-arctic-embed-l-v2.0 (BSB)
622
 
623
  **Accuracy: 67.0%** (1070/1596 points across 532 queries)
@@ -694,6 +783,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
694
 
695
  *... and 522 more queries*
696
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
697
  ### huggingface/BAAI-bge-m3-dense (BSB)
698
 
699
  **Accuracy: 62.2%** (992/1596 points across 532 queries)
@@ -770,6 +878,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
770
 
771
  *... and 522 more queries*
772
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
773
  ### huggingface/sentence-transformers-all-MiniLM-L6-v2 (BSB)
774
 
775
  **Accuracy: 59.6%** (951/1596 points across 532 queries)
 
14
  uv sync --extra openai # For OpenAI models
15
  uv sync --extra gemini # For Google Gemini models
16
  uv sync --extra voyage # For Voyage AI models
17
+ uv sync --extra bedrock # For Amazon Bedrock models
18
  uv sync --extra all # Install all provider dependencies
19
  ```
20
 
 
32
  # Voyage AI
33
  export VOYAGE_API_KEY="your-voyage-api-key"
34
 
35
+
36
+ # Amazon Bedrock (AWS credentials)
37
+ export AWS_ACCESS_KEY_ID="your-aws-access-key-id"
38
+ export AWS_SECRET_ACCESS_KEY="your-aws-secret-access-key"
39
+ export AWS_REGION="us-east-1" # Optional, defaults to us-east-1
40
+
41
  # HuggingFace (for private models or increased rate limits)
42
  export HF_TOKEN="your-huggingface-token"
43
  ```
 
50
 
51
  You can get a HuggingFace token from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens).
52
 
53
+ **AWS Bedrock Setup**: To use Amazon Nova embedding models, you need:
54
+
55
+ 1. **AWS Account** with access to Amazon Bedrock
56
+ 2. **IAM Permissions** - Your AWS user/role needs the following permissions:
57
+ - `bedrock:InvokeModel` for the Nova embedding model
58
+ 3. **Model Access** - Request access to the Nova model in the [Bedrock Console](https://console.aws.amazon.com/bedrock/)
59
+ - Navigate to: Bedrock → Model access → Manage model access
60
+ - Enable: Amazon Nova multimodal embeddings
61
+ 4. **Credentials** - Configure AWS credentials via:
62
+ - Environment variables (shown above), or
63
+ - AWS CLI (`aws configure`), or
64
+ - IAM role (if running on AWS infrastructure)
65
+ 5. **Region** - Nova is available in: `us-east-1`, `us-west-2`, and other regions (check AWS docs for latest)
66
+
67
  ## Usage
68
 
69
  The tool provides several modes of operation:
 
91
 
92
  # BGE-M3 hybrid mode (combines dense + sparse for hybrid search)
93
  uv run main.py embed --translation bsb --model "BAAI/bge-m3:hybrid"
94
+
95
+ # Amazon Nova with different dimensions (uses Matryoshka Representation Learning)
96
+ uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:3072" # 3072 dims (default)
97
+ uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:1024" # 1024 dims
98
+ uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:256" # 256 dims
99
+ uv run main.py embed --translation bsb --model "amazon.nova-2-multimodal-embeddings-v1:0:128" # 128 dims
100
  ```
101
 
102
  ### Search Verses
 
169
  │ └── text-embedding-ada-002
170
  ├── google-gemini
171
  │ └── text-embedding-004
172
+ ├── voyage
173
+ │ └── voyage-3
174
+ └── amazon-bedrock
175
+ ├── amazon.nova-2-multimodal-embeddings-v1:0:128
176
+ ├── amazon.nova-2-multimodal-embeddings-v1:0:256
177
+ ├── amazon.nova-2-multimodal-embeddings-v1:0:1024
178
+ └── amazon.nova-2-multimodal-embeddings-v1:0:3072
179
  ```
180
 
181
  ## Available Models
 
187
  - **OpenAI**: `text-embedding-3-small`, `text-embedding-3-large`, `text-embedding-ada-002`
188
  - **Google Gemini**: `text-embedding-004`
189
  - **Voyage AI**: `voyage-3`
190
+ - **Amazon Bedrock**: `amazon.nova-2-multimodal-embeddings-v1:0:128`, `amazon.nova-2-multimodal-embeddings-v1:0:256`, `amazon.nova-2-multimodal-embeddings-v1:0:1024`, `amazon.nova-2-multimodal-embeddings-v1:0:3072`
191
 
192
  ### Open Source (HuggingFace)
193
 
 
200
  - **Jina**: `jinaai/jina-embeddings-v4`
201
  - **Nomic**: `nomic-ai/nomic-embed-text-v1.5`
202
  - **NVIDIA**: `nvidia/NV-Embed-V2`
203
+ - **Perplexity**: `perplexity-ai/pplx-embed-v1-0.6b`, `perplexity-ai/pplx-embed-v1-4b`, `perplexity-ai/pplx-embed-context-v1-0.6b`, `perplexity-ai/pplx-embed-context-v1-4b`
204
  - **Qwen**: `Qwen/Qwen3-Embedding-0.6B`, `Qwen/Qwen3-Embedding-4B`, `Qwen/Qwen3-Embedding-8B`
205
  - **Sentence Transformers**: `sentence-transformers/all-MiniLM-L6-v2`
206
  - **Salesforce**: `Salesforce/SFR-Embedding-Mistral`
 
209
 
210
  ## Features
211
 
212
+ - **Multiple Providers**: Support for OpenAI, Google Gemini, Voyage AI, Amazon Bedrock, and 18+ HuggingFace models
213
  - **Batch Processing**: Efficient batch embedding generation with configurable batch sizes
214
  - **FAISS Integration**: Fast approximate nearest neighbor search using HNSW indexing
215
  - **Evaluation Framework**: Comprehensive batch query evaluation with accuracy scoring
 
312
  - [text-embedding-ada-002](https://platform.openai.com/docs/guides/embeddings)
313
  - 1536 dimensions
314
  - BSB: 1359.56 MB
315
+ - [amazon.nova-2-multimodal-embeddings-v1:0](https://aws.amazon.com/blogs/aws/amazon-nova-multimodal-embeddings-now-available-in-amazon-bedrock/)
316
+ - Supports 4 dimensions via Matryoshka Representation Learning (MRL):
317
+ - 3072 dimensions (default) - BSB: ~2717 MB
318
+ - 1024 dimensions - BSB: ~906 MB
319
+ - 256 dimensions - BSB: ~226 MB
320
+ - 128 dimensions - BSB: ~113 MB
321
+ - First multimodal embedding model supporting text, images, documents, video, and audio
322
+ - Multilingual support (200 languages)
323
+ - Max input tokens: 8,192
324
+ - API-based via Amazon Bedrock
325
  - [thenlper/gte-large](https://huggingface.co/thenlper/gte-large)
326
  - 1024 dimensions
327
  - BSB: 899.583 MB
 
334
  - [voyage-3](https://docs.voyageai.com/docs/embeddings)
335
  - 1024 dimensions
336
  - BSB: 899.583 MB
337
+ - [perplexity-ai/pplx-embed-v1-0.6b](https://huggingface.co/perplexity-ai/pplx-embed-v1-0.6b) / [perplexity-ai/pplx-embed-context-v1-0.6b](https://huggingface.co/perplexity-ai/pplx-embed-context-v1-0.6b)
338
+ - 1024 dimensions
339
+ - 0.6B parameters, 32K context window
340
+ - `pplx-embed-v1` for queries/independent text; `pplx-embed-context-v1` for RAG document chunks
341
+ - [perplexity-ai/pplx-embed-v1-4b](https://huggingface.co/perplexity-ai/pplx-embed-v1-4b) / [perplexity-ai/pplx-embed-context-v1-4b](https://huggingface.co/perplexity-ai/pplx-embed-context-v1-4b)
342
+ - 2560 dimensions
343
+ - 4B parameters, 32K context window
344
 
345
  ## Results
346
 
 
479
 
480
  *... and 522 more queries*
481
 
482
+ ### huggingface/perplexity-ai-pplx-embed-v1-0.6b (BSB)
483
+
484
+ **Accuracy: 74.2%** (1184/1596 points across 532 queries)
485
+
486
+ | Query | Expected | Top Result | Score | ✓ |
487
+ |-------|----------|------------|-------|---|
488
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.6608 | ✅ |
489
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.6070 | ✅ |
490
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Romans 3:8 | 0.5080 | ❌ |
491
+ | they meant bad but god meant good | ['Genesis 50:20'] | Hebrews 11:40 | 0.4843 | ❌ |
492
+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.5464 | ❌ |
493
+ | god loves the world | ['John 3:16'] | 1 John 2:15 | 0.5001 | ⚠️ |
494
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | 1 John 2:15 | 0.5194 | ⚠️ |
495
+ | god loved the whole world | ['John 3:16'] | 1 John 2:15 | 0.4837 | ⚠️ |
496
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | John 1:2 | 0.5090 | ❌ |
497
+ | in the beginning god created | ['Genesis 1:1'] | John 1:2 | 0.5405 | ⚠️ |
498
+
499
+ *... and 522 more queries*
500
+
501
  ### huggingface/Qwen-Qwen3-Embedding-0.6B (BSB)
502
 
503
  **Accuracy: 73.9%** (1179/1596 points across 532 queries)
 
688
 
689
  *... and 522 more queries*
690
 
691
+ ### huggingface/perplexity-ai-pplx-embed-v1-4b (BSB)
692
+
693
+ **Accuracy: 68.0%** (1085/1596 points across 532 queries)
694
+
695
+ | Query | Expected | Top Result | Score | ✓ |
696
+ |-------|----------|------------|-------|---|
697
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.4724 | ✅ |
698
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.4534 | ✅ |
699
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Genesis 50:20 | 0.5372 | ✅ |
700
+ | they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.4908 | ✅ |
701
+ | isn't there a verse about god loves the world? | ['John 3:16'] | John 3:16 | 0.4732 | ✅ |
702
+ | god loves the world | ['John 3:16'] | Exodus 20:1 | 0.4595 | ❌ |
703
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.5077 | ✅ |
704
+ | god loved the whole world | ['John 3:16'] | Exodus 20:1 | 0.5477 | ❌ |
705
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.5393 | ✅ |
706
+ | in the beginning god created | ['Genesis 1:1'] | Exodus 20:1 | 0.4948 | ❌ |
707
+
708
+ *... and 522 more queries*
709
+
710
  ### huggingface/Snowflake-snowflake-arctic-embed-l-v2.0 (BSB)
711
 
712
  **Accuracy: 67.0%** (1070/1596 points across 532 queries)
 
783
 
784
  *... and 522 more queries*
785
 
786
+ ### huggingface/perplexity-ai-pplx-embed-context-v1-4b (BSB)
787
+
788
+ **Accuracy: 62.7%** (1000/1596 points across 532 queries)
789
+
790
+ | Query | Expected | Top Result | Score | ✓ |
791
+ |-------|----------|------------|-------|---|
792
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.4391 | ✅ |
793
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.4206 | ✅ |
794
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 2 Thessalonians 1:6 | 0.4377 | ❌ |
795
+ | they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.5095 | ✅ |
796
+ | isn't there a verse about god loves the world? | ['John 3:16'] | John 3:16 | 0.5066 | ✅ |
797
+ | god loves the world | ['John 3:16'] | John 3:16 | 0.4470 | ✅ |
798
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.5182 | ✅ |
799
+ | god loved the whole world | ['John 3:16'] | Exodus 20:1 | 0.5040 | ⚠️ |
800
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Isaiah 40:28 | 0.3738 | ❌ |
801
+ | in the beginning god created | ['Genesis 1:1'] | Numbers 27:6 | 0.4675 | ❌ |
802
+
803
+ *... and 522 more queries*
804
+
805
  ### huggingface/BAAI-bge-m3-dense (BSB)
806
 
807
  **Accuracy: 62.2%** (992/1596 points across 532 queries)
 
878
 
879
  *... and 522 more queries*
880
 
881
+ ### huggingface/perplexity-ai-pplx-embed-context-v1-0.6b (BSB)
882
+
883
+ **Accuracy: 60.7%** (969/1596 points across 532 queries)
884
+
885
+ | Query | Expected | Top Result | Score | ✓ |
886
+ |-------|----------|------------|-------|---|
887
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.5886 | ✅ |
888
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.5761 | ✅ |
889
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Hebrews 11:40 | 0.5064 | ❌ |
890
+ | they meant bad but god meant good | ['Genesis 50:20'] | Hebrews 11:40 | 0.5399 | ❌ |
891
+ | isn't there a verse about god loves the world? | ['John 3:16'] | Romans 3:6 | 0.5124 | ❌ |
892
+ | god loves the world | ['John 3:16'] | Romans 3:6 | 0.5085 | ❌ |
893
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | Romans 3:6 | 0.4281 | ❌ |
894
+ | god loved the whole world | ['John 3:16'] | Romans 3:6 | 0.4974 | ❌ |
895
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Mark 10:6 | 0.4637 | ❌ |
896
+ | in the beginning god created | ['Genesis 1:1'] | John 1:2 | 0.5382 | ⚠️ |
897
+
898
+ *... and 522 more queries*
899
+
900
  ### huggingface/sentence-transformers-all-MiniLM-L6-v2 (BSB)
901
 
902
  **Accuracy: 59.6%** (951/1596 points across 532 queries)
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