SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 10501–10550 of 10817 papers

TitleStatusHype
The Rotary Position Embedding May Cause Dimension Inefficiency in Attention Heads for Long-Distance Retrieval—0
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems—0
The Solution for the ICCV 2023 Perception Test Challenge 2023 -- Task 6 -- Grounded videoQA—0
The State-of-the-Art in Lifelog Retrieval: A Review of Progress at the ACM Lifelog Search Challenge Workshop 2022-24—0
The TARSQI Toolkit—0
The Turing Deception—0
The UIR Uncertainty Corpus for Chinese: Annotating Chinese Microblog Corpus for Uncertainty Identification from Social Media—0
The University of Texas at Dallas HLTRI's Participation in EPIC-QA: Searching for Entailed Questions Revealing Novel Answer Nuggets—0
The Use of Dependency Relation Graph to Enhance the Term Weighting in Question Retrieval—0
The Value of Semantic Parse Labeling for Knowledge Base Question Answering—0
The Visual QA Devil in the Details: The Impact of Early Fusion and Batch Norm on CLEVR—0
The VQA-Machine: Learning How to Use Existing Vision Algorithms to Answer New Questions—0
The WDAqua ITN: Answering Questions using Web Data—0
The Web as an Implicit Training Set: Application to Noun Compounds Syntax and Semantics—0
The Wisdom of MaSSeS: Majority, Subjectivity, and Semantic Similarity in the Evaluation of VQA—0
Think before you speak: Training Language Models With Pause Tokens—0
Think you have Solved Direct-Answer Question Answering? Try ARC-DA, the Direct-Answer AI2 Reasoning Challenge—0
This is how we do it: Answer Reranking for Open-domain How Questions with Paragraph Vectors and Minimal Feature Engineering—0
Thought Flow Nets: From Single Predictions to Trains of Model Thought—0
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation—0
Thread-Level Information for Comment Classification in Community Question Answering—0
Thread Specific Features are Helpful for Identifying Subjectivity Orientation of Online Forum Threads—0
Threshold-Based Retrieval and Textual Entailment Detection on Legal Bar Exam Questions—0
Tiantianzhu7:System Description of Semantic Textual Similarity (STS) in the SemEval-2012 (Task 6)—0
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
TIGQA:An Expert Annotated Question Answering Dataset in Tigrinya—0
TI-JEPA: An Innovative Energy-based Joint Embedding Strategy for Text-Image Multimodal Systems—0
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering—0
TimeLogic: A Temporal Logic Benchmark for Video QA—0
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement—0
TIME: Temporal-sensitive Multi-dimensional Instruction Tuning and Benchmarking for Video-LLMs—0
TINA: Think, Interaction, and Action Framework for Zero-Shot Vision Language Navigation—0
TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving—0
TinyRS-R1: Compact Multimodal Language Model for Remote Sensing—0
TinyVQA: Compact Multimodal Deep Neural Network for Visual Question Answering on Resource-Constrained Devices—0
Tip of the Tongue Known-Item Retrieval: A Case Study in Movie Identification—0
'Tis but Thy Name: Semantic Question Answering Evaluation with 11M Names for 1M Entities—0
T-Know: a Knowledge Graph-based Question Answering and Infor-mation Retrieval System for Traditional Chinese Medicine—0
TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual Question Answering—0
To Adapt or to Annotate: Challenges and Interventions for Domain Adaptation in Open-Domain Question Answering—0
Together we stand: Siamese Networks for Similar Question Retrieval—0
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs—0
Tokenization Preference for Human and Machine Learning Model: An Annotation Study—0
Too Late to Train, Too Early To Use? A Study on Necessity and Viability of Low-Resource Bengali LLMs—0
Tool Calling: Enhancing Medication Consultation via Retrieval-Augmented Large Language Models—0
Tools for plWordNet Development. Presentation and Perspectives—0
Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools—0
Top-down Activity Representation Learning for Video Question Answering—0
Topical Segmentation: a Study of Human Performance and a New Measure of Quality.—0
Topic-Based Question Generation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified