Unveiling the Flaws: Exploring Imperfections in Synthetic Data and Mitigation Strategies for Large Language Models.
Jie ChenYupeng ZhangBingning WangWayne Xin ZhaoJi-Rong WenWeipeng ChenPublished in: CoRR (2024)
Keyphrases
- synthetic data
- language model
- language modeling
- n gram
- document retrieval
- probabilistic model
- speech recognition
- statistical language models
- data sets
- query expansion
- real world
- real image data
- retrieval model
- query terms
- context sensitive
- test collection
- ad hoc information retrieval
- language model for information retrieval
- translation model
- smoothing methods
- language modelling
- language models for information retrieval
- information retrieval
- vector space model
- document ranking
- term dependencies
- word error rate
- relevance model
- pseudo relevance feedback
- language modeling approaches