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Crossencoder Rerank

ASecurity

<!-- SPDX-FileCopyrightText: 2025-2026 CodeNib Contributors SPDX-License-Identifier: Apache-2.0 --> Use for fast, precise reranking after initial retrieval. Scores each (query, candidate) pair jointly using a cross-encoder model — more accurate than embedding similarity and faster than LLM listwise reranking. Best after bm25_search or embedding_search to refine the top results before generating an answer.

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  • Added September 26, 2026
ai-agents

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A100/100

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Scanned September 26, 2026

npx -y skills add sysevol-ai/CodeNib --skill crossencoder_rerank --agent claude-code

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SKILL.md
<!--
SPDX-FileCopyrightText: 2025-2026 CodeNib Contributors

SPDX-License-Identifier: Apache-2.0
-->

Use for fast, precise reranking after initial retrieval. Scores each (query, candidate) pair jointly using a cross-encoder model — more accurate than embedding similarity and faster than LLM listwise reranking. Best after bm25_search or embedding_search to refine the top results before generating an answer.

Files in this skill

  • __init__.py97 B
  • config.yaml1 KB
  • executor.py1.9 KB
  • skill.md413 B

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