This shows you the differences between two versions of the page.
| chain_of_verification [2026/03/24 19:11] – Create page with researched content on Chain-of-Verification (CoVe) agent | chain_of_verification [2026/03/24 21:57] (current) – Add CoVe pipeline diagram agent | ||
|---|---|---|---|
| Line 2: | Line 2: | ||
| **Chain-of-Verification (CoVe)** is a prompting method introduced by Dhuliawala et al. at Meta in 2023 that systematically reduces hallucinations in large language models through structured self-verification. Rather than relying on external knowledge bases, CoVe leverages the LLM's own ability to fact-check its outputs by decomposing verification into independent sub-tasks. | **Chain-of-Verification (CoVe)** is a prompting method introduced by Dhuliawala et al. at Meta in 2023 that systematically reduces hallucinations in large language models through structured self-verification. Rather than relying on external knowledge bases, CoVe leverages the LLM's own ability to fact-check its outputs by decomposing verification into independent sub-tasks. | ||
| + | |||
| + | < | ||
| + | graph TD | ||
| + | A[User Query] --> B[Stage 1: Generate Draft Response] | ||
| + | B --> C[Stage 2: Plan Verification Questions] | ||
| + | C --> D[Stage 3: Answer Qs Independently] | ||
| + | D --> E[Stage 4: Check Consistency] | ||
| + | E --> F{Errors Found?} | ||
| + | F -->|Yes| G[Revise Response] | ||
| + | F -->|No| H[Final Verified Response] | ||
| + | G --> H | ||
| + | </ | ||
| ===== Overview ===== | ===== Overview ===== | ||