Chen Qian

Failure-Resilient Routing for Server-Centric Data Center Networks with Random Topologies

2016

Data center networks with random topologies provide several promising features, such as near-optimal bisection bandwidth and flexibility of incremental growth. However, network failures are ubiquitous and significantly affect the performance of cloud services, such as …

Beyond Natural Language: LLMs Leveraging Alternative Formats for Enhanced Reasoning and Communication

2024 · arXiv (Cornell University)

Natural language (NL) has long been the predominant format for human cognition and communication, and by extension, has been similarly pivotal in the development and application of Large Language Models (LLMs). Yet, besides NL, LLMs …

Enhancing and Combining Sequential and Tree LSTM for Natural Language Inference.

2016 · arXiv (Cornell University)

Reasoning and inference are central to human and artificial intelligence. Modeling inference in human language is notoriously challenging but is fundamental to natural language understanding and many applications. With the availability of large annotated data, …

Distraction-based neural networks for modeling documents

2016 · International Joint Conference on Artificial Intelligence

Distributed representation learned with neural networks has recently shown to be effective in modeling natural languages at fine granularities such as words, phrases, and even sentences. Whether and how such an approach can be extended …

Neural Natural Language Inference Models Enhanced with External Knowledge

2018

Modeling natural language inference is a very challenging task. With the availability of large annotated data, it has recently become feasible to train complex models such as neural-network-based inference models, which have shown to achieve …