pointer-generator

DataFunTalk

Apr 6, 2021 · Artificial Intelligence

Advances in Text Summarization: Pointer-Generator, Coverage Mechanisms, Entity Knowledge Integration, and Non-Autoregressive Models

This article reviews recent advances in abstractive summarization, covering pointer‑generator networks with coverage loss, integration of entity knowledge, strategies to mitigate repetition such as unlikelihood training and nucleus sampling, and emerging non‑autoregressive approaches like the Levenshtein Transformer.

CoverageNLPentity-knowledge

0 likes · 15 min read

Advances in Text Summarization: Pointer-Generator, Coverage Mechanisms, Entity Knowledge Integration, and Non-Autoregressive Models

58 Tech

Mar 5, 2021 · Artificial Intelligence

Intelligent Job Title Generation with Pipeline and Seq2Seq Approaches

This article presents a comprehensive study on generating recruitment job titles by combining a rule‑based pipeline with advanced seq2seq models—including BiLSTM‑Attention, Pointer‑Generator, and a Field‑Gate Dual‑Attention architecture—demonstrating significant performance gains on real‑world hiring data.

NLPPipelinedeep learning

0 likes · 14 min read

Intelligent Job Title Generation with Pipeline and Seq2Seq Approaches