activity
20182025
most citedImproving Spoken Language Understanding By Exploiting ASR N-best Hypotheses

14 citations · 23 across the 5 of their papers we have counts for

collaborators

6 papers

cs.AI2025★ 2 cited

The Amazon Nova Family of Models: Technical Report and Model Card

Amazon AGI, Aaron Langford, Aayush Shah +783

We present Amazon Nova, a new generation of state-of-the-art foundation models that deliver frontier intelligence and industry-leading price performance. Amazon Nova Pro is a highl…

cs.CL2024★ 2 cited

Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought

Jooyoung Lee, Fan Yang, Thanh Tran +4

We introduce a novel framework, LM-Guided CoT, that leverages a lightweight (i.e., <1B) language model (LM) for guiding a black-box large (i.e., >10B) LM in reasoning tasks. Specif…

cs.CL2021

Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement

Wei-Lin Liao, Cheng-En Su, Wei-Yun Ma

Recent work on enhancing BERT-based language representation models with knowledge graphs (KGs) and knowledge bases (KBs) has yielded promising results on multiple NLP tasks. State-…

cs.CL2020

Exploring Transfer Learning For End-to-End Spoken Language Understanding

Subendhu Rongali, Beiye Liu, Liwei Cai +3

Voice Assistants such as Alexa, Siri, and Google Assistant typically use a two-stage Spoken Language Understanding pipeline; first, an Automatic Speech Recognition (ASR) component…

cs.CL2020★ 14 cited

Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses

Mingda Li, Weitong Ruan, Xinyue Liu +3

In a modern spoken language understanding (SLU) system, the natural language understanding (NLU) module takes interpretations of a speech from the automatic speech recognition (ASR…

cs.CL2018★ 5 cited

A Re-ranker Scheme for Integrating Large Scale NLU models

Chengwei Su, Rahul Gupta, Shankar Ananthakrishnan +1

Large scale Natural Language Understanding (NLU) systems are typically trained on large quantities of data, requiring a fast and scalable training strategy. A typical design for NL…