EnterpriseRAG Bench - Valid Extra Docs Resistance — leaderboard
Metric: Resistance (100 - Invalid Extra Docs %). Source: huggingface.co. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | OpenClaw | 99.53 |
| 2 | Amazon Q (Kendra) | 98.51 |
| 3 | LlamaIndex (default configs) | 98.51 |
| 4 | Weaviate Verba | 98.19 |
| 5 | Bash Agent (GPT-5.4) + GPT-5.4 | 98 |
| 6 | Open WebUI + Chroma | 97.38 |
| 7 | LangChain (default configs) | 96.85 |
| 8 | Azure AI Search | 96.75 |
| 9 | AnythingLLM | 96.69 |
| 10 | Vertex AI Search | 95.95 |
Interactive version: theaggregate.ai/benchmark?slug=enterpriserag-bench-valid-extra-docs-resistance · How the rankings work · Data refreshed daily, snapshot 2026-07-22.