instruction:
In this task, you are given a part of an article. Your task is to generate headline (title) for this text. Preferred headlines are under fifteen words.
question:
Recent works have shown that synthetic parallel data automatically generated by translation models can be effective for various neural machine translation (NMT) issues. In this study, we build NMT systems using only synthetic parallel data. As an efficient alternative to real parallel data, we also present a new type of synthetic parallel corpus. The proposed pseudo parallel data are distinct from previous works in that ground truth and synthetic examples are mixed on both sides of sentence pairs. Experiments on Czech-German and French-German translations demonstrate the efficacy of the proposed pseudo parallel corpus, which shows not only enhanced results for bidirectional translation tasks but also substantial improvement with the aid of a ground truth real parallel corpus.
answer:
Building a Neural Machine Translation System Using Only Synthetic Parallel Data


question:
We present an image-conditional image generation model. The model transfers an input domain to a target domain in semantic level, and generates the target image in pixel level. To generate realistic target images, we employ the real/fake-discriminator in Generative Adversarial Nets [1], but also introduce a novel domain-discriminator to make the generated image relevant to the input image. We verify our model through a challenging task of generating a piece of clothing from an input image of a dressed person. We present a high quality clothing dataset containing the two domains, and succeed in demonstrating decent results.
answer:
Pixel-Level Domain Transfer


question:
This paper introduces conceptual relations tlrat syntlresizc utilitarian and logical con­ cepts, extending the logics of preference of [{escher. We define first, in the context of a possible­ worlds modeL constraint-dependent mea­ sures that quantify the relative quality of al­ temative solutions of reasoning problems or the relative desirabi lity of various policies in coutrol. decision, and planning problerns. \Yc sho\\' tbat. these llH�asures rnay be inter­ preted as truth values in a multivaluecl logic ami propose rnechanisms for the representa­ tion of complex constraints as combinations of simpler restrictions. These extended log­ iced operations permit also the combination and Rggregation of goal-specific quality l11ea. ­ sures into global measnres of utility . We iden­ tify also relations that represent differential prd!'rcnces hdll"ecn ill t ernativ<' solutions and rel<1tc thcrrr to t.IJ<• pr< ' viously defined desir­ ability tne<IS\nes.
answer:

TRUTH AS UTILITY: A CONCEPTUAL SYNTHESIS