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QA with Phrase Retrieval
October 20, 2021Overview of phrase retrieval for open-domain QA, using dense-sparse representations to bypass the retriever-reader pipeline.
3 min read ·nlp -
[Programmers] Immigration
October 20, 2021Solution for the Programmers immigration problem using binary search on time cost.
1 min read ·algorithm -
Negative In-batch
October 18, 2021An approach that enables large-batch contrastive learning under memory constraints by using in-batch negatives instead of explicit negative sampling.
1 min read ·nlp -
Reducing Training Bias
October 18, 2021Types of training bias in MRC and ODQA, and techniques to mitigate them including negative sampling and annotation bias handling.
3 min read ·nlp -
Linking MRC and Retrieval
October 17, 2021Deep dive into Open Domain Question Answering, covering the Retriever-Reader approach, distant supervision, and passage granularity strategies.
3 min read ·nlp -
Passage Retrieval - Scaling Up
October 17, 2021Scaling passage retrieval with approximate similarity search techniques: scalar quantization, inverted file indexing, and FAISS.
3 min read ·nlp
2021