Semanlink - Favoris ; Machine learning AND ACL

Printer friendly

Search Tag:

Search Doc:

Preferences...

Tag Cloud

2D-NLP - Abstract Meaning Representation - ACL - ACL 2019 - ACL 2020 - Arxiv Doc - BabyLM - Dense Passage Retrieval - Discussed with NS - Discuté avec M. Labeau - Discuté avec Raphaël - EMNLP 2021 - Extractive Question Answering - Factoid QA - Few-shot learning - GitHub project - Google Research - Human in the loop - Knowledge Graphs - Knowledge Graphs and NLP - Knowledge Graphs in NLP - Language learning - Low-Resource NLP - Ludovic Denoyer - Multitask Learning in NLP - NLP@Amazon - NLP@Facebook - NLP@Google - NLP@IBM - NLP@Microsoft - NLP@Princeton - NLP + juridique - NLP in enterprise - Node2Vec - Olivier Ferret - OOV - Representation Learning for NLP - Ruslan Salakhutdinov - Sebastian Ruder - Sentence Embeddings - Slot filling - Synthetic QA data - Transformers - Unsupervised keyphrase extraction - Unsupervised QA - Using word embeddings - Workshop -

Favoris ; Machine learning AND ACL

Common descendants

22 Documents

Proceedings of the BabyLM Challenge at the 27th Conference on Computational Natural Language Learning - ACL Anthology

Tags:

2023-12-22 About

Specializing Static and Contextual Embeddings in the Medical Domain Using Knowledge Graphs: Let’s Keep It Simple - ACL Anthology (2022)

Tags:

2023-10-11 About

[2004.05119] Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer

Tags:

2022-03-31 About

[2004.11892] Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question Answering

Tags:

2022-02-11 About

awslabs/unsupervised-qa: Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question Answering

Tags:

2021-12-08 About

[1906.04980] Unsupervised Question Answering by Cloze Translation

Tags:

2021-12-08 About

Pre-training + Massive Multi-tasking, Benchmarking in NLP, EMNLP primer, 🤗 NLP Course, ACL 2021 recap, | Revue

Tags:

2021-11-07 About

princeton-nlp/DensePhrases

Tags:

2021-09-30 About

Knowledge Graphs in Natural Language Processing @ ACL 2021 | by Michael Galkin | Aug, 2021

Tags:

2021-08-06 About

Simple Unsupervised Keyphrase Extraction using Sentence Embeddings - ACL Anthology (2018)

Tags:

2021-05-31 About

Towards Unsupervised Text Classification Leveraging Experts and Word Embeddings - (ACL 2019)

Tags:

2020-10-05 About

Knowledge Graphs in Natural Language Processing @ ACL 2020 | by Michael Galkin

Tags:

2020-07-12 About

Learning to Tag OOV Tokens by Integrating Contextual Representation and Background Knowledge (ACL Anthology 2020)

Tags:

Aim to leverage both contextual representation of input text (deep LMs)  and  knowledge derived
from curated KBs ([Wordnet](tag:wordnet)) to improve [slot tagging](tag:slot_tagging) in the presence of [out-of-vocab](tag:oov) words ([few-shot scenario](tag:few_shot_learning))

Method:

1. retrieve potentially relevant KB entities and
encode them into distributed representations that
describe global graph-structured information
2. BERT encoder
layer to capture context-aware representations of
the sequence and attend to the KB embeddings
using multi-level graph attention
3. integrate
BERT embeddings and the KB embeddings
to predict the slot type

Contributions:

1. feasibility of applying lexical ontology
to facilitate recognizing OOV words. First to consider the large-scale background
knowledge for enhancing context-aware
slot tagging models.
2. a knowledge integration mechanism that uses multi-level graph
attention to model explicit lexical relations.
3.experiments on two benchmark datasets

> our method makes a notable difference in a
scenario where samples are linguistically diverse,
and large vocab exists.

(Better improvements when using RNN than BERT, because BERT already contains a lot of background knowledge)

2020-07-04 About

Representation Learning for Information Extraction from Form-like Documents – Google Research

Tags:

2020-06-15 About

[1906.01195] Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs

Tags:

2020-04-30 About

Advancing Natural Language Processing (NLP) for Enterprise Domains

Tags:

2020-01-07 About

Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling (ACL 2019)

Tags:

2019-11-17 About

4th Workshop on Representation Learning for NLP

Tags:

2019-08-12 About

[1905.07129] ERNIE: Enhanced Language Representation with Informative Entities

Tags:

2019-08-05 About

Knowledge graphs in Natural Language Processing @ ACL 2019 - Michael Galkin

Tags:

2019-08-05 About

A2N: Attending to Neighbors for Knowledge Graph Inference - ACL 2019

Tags:

2019-07-31 About

[1901.02860] Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

Tags:

2019-01-11 About