NLP Wiki

User Tools

Site Tools

Trace: • paraphrase • question_answering • information_retrieval • chatgpt • domain_adaptation • intelligent_tutor • fairness • commonsense_reasoning
nlp:information_retrieval

Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revisionPrevious revision
Next revision		Previous revision
nlp:information_retrieval [2023/01/24 20:24] – [Related Pages] jmflanignlp:information_retrieval [2025/07/07 06:00] (current) – jmflanig
Line 9: Line 9:
   * [[https://arxiv.org/pdf/2103.05256.pdf|Naseri et al 2021 - CEQE: Contextualized Embeddings for Query Expansion]]   * [[https://arxiv.org/pdf/2103.05256.pdf|Naseri et al 2021 - CEQE: Contextualized Embeddings for Query Expansion]]
   * [[https://arxiv.org/pdf/2104.07186.pdf|Gao et al 2021 - COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List]] There is really a lot that can be done in this area.  This is just the beginning   * [[https://arxiv.org/pdf/2104.07186.pdf|Gao et al 2021 - COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List]] There is really a lot that can be done in this area.  This is just the beginning
 +
 +===== Conversational Search =====
 +See [[nlp:Dialog#Conversational Search]].
  
 ===== Retrieval Methods used in NLP ===== ===== Retrieval Methods used in NLP =====
Line 15: Line 18:
   * BM25   * BM25
     * [[https://dl.acm.org/doi/pdf/10.1145/2682862.2682863|Trotman et al 2014 - Improvements to BM25 and Language Models Examined]] [[https://github.com/dorianbrown/rank_bm25|Github implementation]] of various variations     * [[https://dl.acm.org/doi/pdf/10.1145/2682862.2682863|Trotman et al 2014 - Improvements to BM25 and Language Models Examined]] [[https://github.com/dorianbrown/rank_bm25|Github implementation]] of various variations
 +  * Generating Titles
 +    * [[https://arxiv.org/pdf/2204.05511.pdf|Chen et al 2023 - GERE: Generative Evidence Retrieval for Fact Verification]]
 +
 +===== Dense Document Retrieval with LLMs ====
 +  * **Overviews**
 +    * [[https://arxiv.org/pdf/2211.14876.pdf|Zhao et al 2023 - Dense Text Retrieval based on Pretrained
 +Language Models: A Survey]]
 +  * [[https://dl.acm.org/doi/pdf/10.1145/3511808.3557527|Ma et al 2023 - A Contrastive Pre-training Approach to Learn Discriminative Autoencoder for Dense Retrieval]]
 +
 +===== Generative IR =====
 +  * **Overviews**
 +    * [[https://arxiv.org/pdf/2404.14851|Li et al 2024 - From Matching to Generation: A Survey on Generative Information Retrieval]]
  
 ===== Datasets ===== ===== Datasets =====
Line 38: Line 53:
  
 ===== Related Pages ===== ===== Related Pages =====
 +  * [[nlp:Dialog#Conversational Search]]
   * [[ml:Learning to Rank]]   * [[ml:Learning to Rank]]
-  * [[nlp:Dialog#Conversational Search+
  
nlp/information_retrieval.1674591844.txt.gz · Last modified: 2023/06/15 07:36 (external edit)
Donate Powered by PHP Valid HTML5 Valid CSS Driven by DokuWiki