NLP Papers
===
Information Retrieval
---
- [Dense Passage Retrieval for Open-Domain Question Answering ](https://hackmd.io/@eric88525/DPR)
- [ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT](https://hackmd.io/@eric88525/colbert)
- [ColBERTv2:Effective and Efficient Retrieval via Lightweight Late Interaction](https://hackmd.io/@eric88525/colbert-v2)
- [RocketQAv2: A Joint Training Method for Dense Passage Retrievaland Passage Re-ranking](https://hackmd.io/@eric88525/rocketqa-v2)
- [Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval](https://hackmd.io/@eric88525/ance)
- [Multi-Stage Document Ranking with BERT](https://hackmd.io/@eric88525/mranknig)
- [PAIR: Leveraging Passage-Centric Similarity Relation forImproving Dense Passage Retrieval](https://hackmd.io/@eric88525/pair)
- [GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of](https://hackmd.io/@eric88525/GPL)
Named Entity Recognition
---
+ [MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER (ACL 2022)](https://hackmd.io/@eric88525/melm)
+ [Learning from Noisy Labels for Entity-Centric Information Extraction (EMNLP 2021)](https://hackmd.io/@eric88525/noise-ner)
+ [LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention
(EMNLP 2020)](https://hackmd.io/@eric88525/luke)
+ [Automated Concatenation of Embeddings for Structured Prediction (ACL 2021)](https://hackmd.io/@eric88525/ACE)
+ [SpanNER: Named Entity Re-/Recognition as Span Prediction (ACL 2021)](https://hackmd.io/@eric88525/span-ner)
+ [Packed Levitated Marker for Entity and Relation Extraction (ACL 2022)](https://hackmd.io/@eric88525/plm)
Pre-trainning
---
+ [Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks (ACL2020)](https://hackmd.io/@eric88525/dapt)
+ [ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS (ICLR 2020)](https://hackmd.io/@eric88525/albert)
QA
---
- [Reading Wikipedia to Answer Open-Domain Questions (ACL 2017)](https://hackmd.io/@eric88525/drqa)
+ [Named Entity Recognition without Gazetteers (ACL 1999)](https://hackmd.io/@eric88525/ner-wo-gazetteers)