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 5551–5575 of 10817 papers

TitleStatusHype
DSC-IITISM at FinCausal 2021: Combining POS tagging with Attention-based Contextual Representations for Identifying Causal Relationships in Financial Documents—0
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related Queries—0
Dr. Tux: A Question Answering System for Ubuntu users—0
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence—0
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering—0
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models—0
A French Corpus for Semantic Similarity—0
Improving Small Language Models on PubMedQA via Generative Data Augmentation—0
DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering—0
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education—0
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop—0
A Confidence-Based Interface for Neuro-Symbolic Visual Question Answering—0
3D Spatial Understanding in MLLMs: Disambiguation and Evaluation—0
Drift to Remember—0
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond—0
DreamSync: Aligning Text-to-Image Generation with Image Understanding Feedback—0
Beyond VQA: Generating Multi-word Answer and Rationale to Visual Questions—0
Dr ChatGPT, tell me what I want to hear: How prompt knowledge impacts health answer correctness—0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—0
Beyond the Hype: A dispassionate look at vision-language models in medical scenario—0
An Open-Domain QA System for e-Governance—0
A Free Format Legal Question Answering System—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

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