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 5001–5050 of 10817 papers

TitleStatusHype
Introducing Semantics into Speech Encoders—0
QAmeleon: Multilingual QA with Only 5 ExamplesCode1
Generative Long-form Question Answering: Relevance, Faithfulness and Succinctness—0
Large Language Models Struggle to Learn Long-Tail KnowledgeCode1
Retrieval-Augmented Generative Question Answering for Event Argument ExtractionCode1
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems—0
Learning to Answer Multilingual and Code-Mixed Questions—0
ALBERT with Knowledge Graph Encoder Utilizing Semantic Similarity for Commonsense Question Answering—0
Multi-VQG: Generating Engaging Questions for Multiple ImagesCode0
Knowledge Base Completion using Web-Based Question Answering and Multimodal Fusion—0
Mining Mathematical Documents for Question Answering via Unsupervised Formula LabelingCode1
MF2-MVQA: A Multi-stage Feature Fusion method for Medical Visual Question Answering—0
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models—0
DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question AnsweringCode1
Watching the News: Towards VideoQA Models that can Read—0
Towards Reasoning-Aware Explainable VQA—0
ERNIE-UniX2: A Unified Cross-lingual Cross-modal Framework for Understanding and Generation—0
Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database—0
Visual Named Entity Linking: A New Dataset and A BaselineCode1
Toward a Neural Semantic Parsing System for EHR Question Answering—0
COV19IR : COVID-19 Domain Literature Information RetrievalCode0
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question Answering—0
CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question AnsweringCode0
Bridging Speech and Textual Pre-trained Models with Unsupervised ASR—0
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
Measuring Progress on Scalable Oversight for Large Language Models—0
Miko Team: Deep Learning Approach for Legal Question Answering in ALQAC 2022—0
Crosslingual Generalization through Multitask FinetuningCode2
RQUGE: Reference-Free Metric for Evaluating Question Generation by Answering the QuestionCode1
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models—0
How Stable is Knowledge Base Knowledge?—0
Chinese Movie Dialogue Question Answering Dataset—0
T5lephone: Bridging Speech and Text Self-supervised Models for Spoken Language Understanding via Phoneme level T5Code1
Query Refinement Prompts for Closed-Book Long-Form Question Answering—0
QuaLA-MiniLM: a Quantized Length Adaptive MiniLM—0
Learning to Navigate Wikipedia by Taking Random Walks—0
Towards Zero-Shot and Few-Shot Table Question Answering using GPT-3—0
Leveraging Pre-trained Models for Failure Analysis Triplets Generation—0
Lila: A Unified Benchmark for Mathematical ReasoningCode1
Transfer Learning with Synthetic Corpora for Spatial Role Labeling and ReasoningCode0
An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP TasksCode1
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question AnsweringCode1
Zero-Shot Text Matching for Automated Auditing using Sentence Transformers—0
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models—0
Fast DistilBERT on CPUs—0
Reinforced Question Rewriting for Conversational Question Answering—0
MorphTE: Injecting Morphology in Tensorized EmbeddingsCode1
TASA: Deceiving Question Answering Models by Twin Answer Sentences AttackCode0
Look to the Right: Mitigating Relative Position Bias in Extractive Question Answering—0
DyREx: Dynamic Query Representation for Extractive Question AnsweringCode0
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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