│ └───tdqfs # TD-QFS clusters, queries and reference summaries Pretrained models │ └───masked_query # DUC queries (raw and masked) │ └───duc_summaries # DUC reference summaries Should you have any query please contact me at Preliminary setup Project structure Experiments across QFS benchmarks and query types show that our model achieves state-of-the-art performance despite learning from weak supervision. We introduce MaRGE, a Masked ROUGE Regression framework for evidence estimation and ranking which relies on a unified representation for summaries and queries, so that summaries in generic data can be converted into proxy queries for learning a query model.

We propose to decompose QFS into (1) query modeling (i.e., finding supportive evidence within a set of documents for a query) and (2) conditional language modeling (i.e., summary generation).

In this work we consider query focused summarization (QFS), a task for which training data in the form of queries, documents, and summaries is not readily available. The availability of large-scale datasets has driven the development of neural models that create generic summaries from single or multiple documents. 'Generating Query Focused Summaries from Query-Free Resources.' In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), pp. Please cite the following paper if you use this code, Who knows? Perhaps Ahnenblatt gets so much popular in the future, that it will also get an own Wikipedia article.This repository releases the code for Generating Query Focused Summaries from Query-Free Resources. There is similar German-based word in genealogy which can also be found in various programs: “Ahnentafel” (see Wikipedia article for more details: ), what means “ancestor table”. Nowadays Ahnenblatt’s input dialog is much more complexer for fitting on a single sheet, but is still easy to handle every detail of your ancestor’s lifes. And indeed, the person’s input dialog in the very first version of Ahnenblatt (back in 1992 for the Atari ST – the great-grandfather of a modern PC) was a simple dialog for basic data which could easily fit on a single sheet. A formular on a single sheet of paper for collecting all data of a single person. But why is an international software called “Ahnenblatt”?Īhnenblatt is a German word and means “ancestor sheet”. Ahnenblatt is a “Made in Germany” Windows-based genealogy software.

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