[NeuralChat] RAG evaluation #1333
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Liangyx2
commented
Mar 1, 2024
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Liangyx2
commented
- Data augmentation: retrieval dataset construction, include (1) Context to Question and Mine Hard Negatives, (2) Context, Question to Ground Truth.
- Retrieval evaluation: MRR (Mean reciprocal rank) and Hit (Hit Ratio) under different vector database, embedding model, retrieval type, search type.
- RAG evaluation: answer relevancy, faithfulness, context recall, context precision using Ragas framework.
for more information, see https://pre-commit.ci
hshen14
reviewed
Mar 1, 2024
intel_extension_for_transformers/neural_chat/tools/evaluation/context_utils.py
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Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
…context_utils.py Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
for more information, see https://pre-commit.ci
…html_parser.py Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
for more information, see https://pre-commit.ci
…hn_mine.py Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
…llm_generate_raw_data.py Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
…mine_hard_negatives_check_similarity.py Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
…requirements.txt Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
…retrieval_dataset_construction.py Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
for more information, see https://pre-commit.ci
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: xmx-521 <1426356297@qq.com>
Signed-off-by: lvliang-intel <1426356297@qq.com>
for more information, see https://pre-commit.ci
Signed-off-by: XuhuiRen <44249229+XuhuiRen@users.noreply.github.com>
for more information, see https://pre-commit.ci
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
Signed-off-by: Liangyx2 <yuxiang.liang@intel.com>
for more information, see https://pre-commit.ci
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