BENCHMARK SYNONYM SOFTWARE

We are committed to furthering our culture of inclusion. You will gain hands on experience with Amazon’s heterogeneous text and structured data sources, and large-scale computing resources to accelerate advances in language understanding.We are hiring primarily in Conversational AI / Dialog System Development areas: NLP, NLU, Dialog Management, NLG.This role can be based in NYC, Seattle or Palo Alto.Inclusive Team CultureHere at AWS, we embrace our differences. Your work will directly impact millions of our customers in the form of products and services, as well as contributing to the wider research community. Job summaryAmazon is looking for a passionate, talented, and inventive Applied Scientist with a strong machine learning background to help build industry-leading language technology.Our mission is to provide a delightful experience to Amazon’s customers by pushing the envelope in Natural Language Processing (NLP), Natural Language Understanding (NLU), Dialog management, conversational AI and Machine Learning (ML).As part of our AI team in Amazon AWS, you will work alongside internationally recognized experts to develop novel algorithms and modeling techniques to advance the state-of-the-art in human language technology. We demonstrate the effectiveness of our approach by two experiments: 1) we do online A/B testing experiments in multiple countries, which show significant improvements in key business metrics 2) we conduct a human audit to evaluate the quality of the extracted synonym rules, which indicates that 85.5% of the extracted rules are high quality pairs.

A two-phase unsupervised synonym discovery framework is proposed for extracting synonym rules from the search log data. Comparing to existing methods, the purposed framework has two main differences: 1) instead of extending and rewriting user-input queries, we make the synonym tokens searchable by adding them into the text descriptions of products 2) the whole process is unsupervised and doesn’t require any human labels. In particular, we propose an unsupervised synonym extraction framework for document enhancement.

In this work, we describe another way to address vocabulary gap issues in the e-commerce search systems. Most of the existing methods deal with the vocabulary gap issues by rewriting user-input queries. Microsoft claims it’s the fifth most powerful machine in the world, compared with the TOP 500, a project that benchmarks and details the 500 top-performing supercomputers.The vocabulary gap between search queries and product descriptions is an important problem in modern e-commerce search engines. The team openly shared details of their work in such a way that other researchers and companies could recreate the technology, saying they wanted it to serve as a benchmark in the field. The price of Brent crude, the international benchmark, has been stuck around $40 per barrel for about a month now. Studying how your competitors to benchmark on these important search factors can reveal valuable tactical insights that help you direct your team’s SEO efforts towards the most impactful work possible and deliver faster-ranking improvements.Īfter that, they can set some benchmarks for themselves for change that make sense for the company, Cooper said. We have a couple of ways to track overall brand performance, you can use these to help benchmark efforts over time. The district also released a set of benchmarks that must be met before it will physically reopen.

BENCHMARK SYNONYM SOFTWARE

In benchmark tests Primer has published, its system has outperformed similar software created by Google and Facebook.

Its share performance has easily eclipsed the benchmark S&P 500, which has roughly tripled in value during the past nine years. Hong Kong’s benchmark index even rose 3% as investors piled back in.

Benchmark synonym