activity
20202025
most citedSimple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness

103 citations · 184 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CL2025★ 49 cited

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Gheorghe Comanici, Eric Bieber, Mike Schaekermann +3431

In this report, we introduce the Gemini 2.X model family: Gemini 2.5 Pro and Gemini 2.5 Flash, as well as our earlier Gemini 2.0 Flash and Flash-Lite models. Gemini 2.5 Pro is our…

cs.CL2024

Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic

Connor Pryor, Quan Yuan, Jeremiah Liu +4

Dialog Structure Induction (DSI) is the task of inferring the latent dialog structure (i.e., a set of dialog states and their temporal transitions) of a given goal-oriented dialog.…

cs.CL2020★ 11 cited

Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary

Daniel Deutsch, Tania Bedrax-Weiss, Dan Roth

A desirable property of a reference-based evaluation metric that measures the content quality of a summary is that it should estimate how much information that summary has in commo…

cs.LG2020★ 103 cited

Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness

Jeremiah Zhe Liu, Zi Lin, Shreyas Padhy +3

Bayesian neural networks (BNN) and deep ensembles are principled approaches to estimate the predictive uncertainty of a deep learning model. However their practicality in real-time…

cs.LG2020★ 21 cited

Faithful Embeddings for Knowledge Base Queries

Haitian Sun, Andrew O. Arnold, Tania Bedrax-Weiss +2

The deductive closure of an ideal knowledge base (KB) contains exactly the logical queries that the KB can answer. However, in practice KBs are both incomplete and over-specified,…