Xi Victoria Lin | DeepAI

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∙ 06/01/2023

Reimagining Retrieval Augmented Language Models for Answering Queries

We present a reality check on large language models and inspect the prom...

8 Wang-Chiew Tan, et al. ∙

∙ 05/23/2023

Towards A Unified View of Sparse Feed-Forward Network in Pretraining Large Language Model

Large and sparse feed-forward networks (S-FFN) such as Mixture-of-Expert...

0 Leo Z. Liu, et al. ∙

∙ 02/16/2023

LEVER: Learning to Verify Language-to-Code Generation with Execution

The advent of large language models trained on code (code LLMs) has led ...

0 Ansong Ni, et al. ∙

∙ 12/22/2022

OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Recent work has shown that fine-tuning large pre-trained language models...

0 Srinivasan Iyer, et al. ∙

∙ 12/19/2022

Training Trajectories of Language Models Across Scales

Scaling up language models has led to unprecedented performance gains, b...

0 Mengzhou Xia, et al. ∙

∙ 05/12/2022

Lifting the Curse of Multilinguality by Pre-training Modular Transformers

Multilingual pre-trained models are known to suffer from the curse of mu...

4 Jonas Pfeiffer, et al. ∙

∙ 05/02/2022

OPT: Open Pre-trained Transformer Language Models

Large language models, which are often trained for hundreds of thousands...

8 Susan Zhang, et al. ∙

∙ 12/28/2021

Pretty Princess vs. Successful Leader: Gender Roles in Greeting Card Messages

People write personalized greeting cards on various occasions. While pri...

0 Jiao Sun, et al. ∙

∙ 12/20/2021

Efficient Large Scale Language Modeling with Mixtures of Experts

Mixture of Experts layers (MoEs) enable efficient scaling of language mo...

10 Mikel Artetxe, et al. ∙

∙ 12/20/2021

Few-shot Learning with Multilingual Language Models

Large-scale autoregressive language models such as GPT-3 are few-shot le...

8 Xi Victoria Lin, et al. ∙

∙ 04/12/2021

Learning to Synthesize Data for Semantic Parsing

Synthesizing data for semantic parsing has gained increasing attention r...

0 Bailin Wang, et al. ∙

∙ 03/03/2021

NeurIPS 2020 NLC2CMD Competition: Translating Natural Language to Bash Commands

The NLC2CMD Competition hosted at NeurIPS 2020 aimed to bring the power ...

24 Mayank Agarwal, et al. ∙

∙ 12/23/2020

Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing

We present BRIDGE, a powerful sequential architecture for modeling depen...

0 Xi Victoria Lin, et al. ∙

∙ 10/19/2020

ColloQL: Robust Cross-Domain Text-to-SQL Over Search Queries

Translating natural language utterances to executable queries is a helpf...

0 Karthik Radhakrishnan, et al. ∙

∙ 09/29/2020

GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing

We present GraPPa, an effective pre-training approach for table semantic...

1 Tao Yu, et al. ∙

∙ 07/30/2020

Photon: A Robust Cross-Domain Text-to-SQL System

Natural language interfaces to databases (NLIDB) democratize end user ac...

13 Jichuan Zeng, et al. ∙

∙ 07/06/2020

DART: Open-Domain Structured Data Record to Text Generation

We introduce DART, a large dataset for open-domain structured data recor...

0 Dragomir Radev, et al. ∙

∙ 05/03/2020

Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation

Word embeddings derived from human-generated corpora inherit strong gend...

0 Tianlu Wang, et al. ∙

∙ 09/11/2019

CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases

We present CoSQL, a corpus for building cross-domain, general-purpose da...

39 Tao Yu, et al. ∙

∙ 09/02/2019

Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions

We focus on the cross-domain context-dependent text-to-SQL generation ta...

0 Rui Zhang, et al. ∙

∙ 06/05/2019

SParC: Cross-Domain Semantic Parsing in Context

We present SParC, a dataset for cross-domainSemanticParsing inContext th...

0 Tao Yu, et al. ∙

∙ 08/31/2018

Multi-Hop Knowledge Graph Reasoning with Reward Shaping

Multi-hop reasoning is an effective approach for query answering (QA) ov...

0 Xi Victoria Lin, et al. ∙

∙ 02/25/2018

NL2Bash: A Corpus and Semantic Parser for Natural Language Interface to the Linux Operating System

We present new data and semantic parsing methods for the problem of mapp...

0 Xi Victoria Lin, et al. ∙

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