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Citation Extraction and Grounding for product manuals RAG

Prompt and verifier for extracting verifiable citations from a RAG answer over product manuals, scored by GPT-4o pairwise.

🟠Claude

3371110

Citation Extraction and Grounding for regulatory filings RAG

Prompt and verifier for extracting verifiable citations from a RAG answer over regulatory filings, scored by G-Eval with Gemini 2.5 Pro.

🟠Claude

218613

Citation Extraction and Grounding for multilingual help center articles RAG

Prompt and verifier for extracting verifiable citations from a RAG answer over multilingual help center articles, scored by Ragas faithfulness judge.

196145

Citation Extraction and Grounding for PDFs with tables RAG

Prompt and verifier for extracting verifiable citations from a RAG answer over PDFs with tables, scored by AlpacaEval 2.0 length-controlled.

3211485

Citation Extraction and Grounding for scanned PDFs with OCR artifacts RAG

Prompt and verifier for extracting verifiable citations from a RAG answer over scanned PDFs with OCR artifacts, scored by Arena-Hard-Auto.

362821

SFT (supervised fine-tuning) Fine-Tune of Mixtral 8x7B for insurance claim triage

Full fine-tuning recipe: SFT (supervised fine-tuning) on Mixtral 8x7B via LitGPT, targeting 2x A100 80GB, with data mix and eval plan.

102174

SFT (supervised fine-tuning) Fine-Tune of Yi 1.5 34B for multi-turn agent tool-use

Full fine-tuning recipe: SFT (supervised fine-tuning) on Yi 1.5 34B via torchtune, targeting 2x A100 80GB, with data mix and eval plan.

3371332

SFT (supervised fine-tuning) Fine-Tune of Llama 3.3 70B for code review comment generation

Full fine-tuning recipe: SFT (supervised fine-tuning) on Llama 3.3 70B via Unsloth, targeting 4x A100 40GB, with data mix and eval plan.