EnterpriseRAG Bench - Valid Extra Docs Resistance: leaderboard
Metric: Resistance (100 - Invalid Extra Docs %). Source: huggingface.co. 25 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | OpenClaw | 99.53 |
| 2 | fgroo | 99.37 |
| 3 | xFloor.ai | 99.27 |
| 4 | Amazon Q (Kendra) | 98.51 |
| 5 | LlamaIndex (default configs) | 98.51 |
| 6 | Weaviate Verba | 98.19 |
| 7 | Bash Agent (GPT-5.4) + GPT-5.4 | 98 |
| 8 | Open WebUI + Chroma | 97.38 |
| 9 | LangChain (default configs) | 96.85 |
| 10 | Azure AI Search | 96.75 |
Interactive version: theaggregate.ai/benchmark?slug=enterpriserag-bench-valid-extra-docs-resistance · How It Works · Data refreshed daily, snapshot 2026-09-05.