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 3451–3500 of 10817 papers

TitleStatusHype
Can Language Representation Models Think in Bets?—0
Evaluating Attribute Confusion in Fashion Text-to-Image Generation—0
A French Corpus for Semantic Similarity—0
Evaluating ChatGPT as a Question Answering System: A Comprehensive Analysis and Comparison with Existing Models—0
FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity—0
Fine-Grained Discourse Structures in Continuation Semantics—0
A Confidence-Based Interface for Neuro-Symbolic Visual Question Answering—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
Finding What Matters in Questions—0
Improving Small Language Models on PubMedQA via Generative Data Augmentation—0
DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving—0
Find The Gap: Knowledge Base Reasoning For Visual Question Answering—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
Evaluating Hallucination in Text-to-Image Diffusion Models with Scene-Graph based Question-Answering Agent—0
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education—0
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering—0
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop—0
3D Spatial Understanding in MLLMs: Disambiguation and Evaluation—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!—0
Fine-grained Semantic Textual Similarity for Serbian—0
A Probabilistic Annotation Model for Crowdsourcing Coreference—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
Evaluating Machine Common Sense via Cloze Testing—0
Evaluating Machine Reading Systems through Comprehension Tests—0
Beyond VQA: Generating Multi-word Answer and Rationale to Visual Questions—0
Evaluating Multi-focus Natural Language Queries over Data Services—0
A Free Format Legal Question Answering System—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
Evaluating Question Answering Evaluation—0
3D Scene Graph Guided Vision-Language Pre-training—0
Findings on Conversation Disentanglement—0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Beyond the Frame: Generating 360° Panoramic Videos from Perspective Videos—0
Evaluating Text Segmentation using Boundary Edit Distance—0
Finding ReMO (Related Memory Object): A Simple Neural Architecture for Text based Reasoning—0
DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection—0
Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation—0
Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering—0
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering—0
Finding Similar Medical Questions from Question Answering Websites—0
Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions—0
Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker Commitment—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