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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2301–2350 of 10817 papers

TitleStatusHype
A Simple Approach to Jointly Rank Passages and Select Relevant Sentences in the OBQA Context—0
A Simple and Effective Approach to the Story Cloze Test—0
A Brief History of Named Entity Recognition—0
DiscreteSLU: A Large Language Model with Self-Supervised Discrete Speech Units for Spoken Language Understanding—0
Disentangling Knowledge-based and Visual Reasoning by Question Decomposition in KB-VQA—0
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering—0
CliqueParcel: An Approach For Batching LLM Prompts That Jointly Optimizes Efficiency And Faithfulness—0
CLIP-UP: CLIP-Based Unanswerable Problem Detection for Visual Question Answering—0
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks—0
A Short Survey on Taxonomy Learning from Text Corpora: Issues, Resources and Recent Advances—0
AlignVE: Visual Entailment Recognition Based on Alignment Relations—0
CLIP-Powered TASS: Target-Aware Single-Stream Network for Audio-Visual Question Answering—0
CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment—0
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description—0
A Shallow Discourse Parsing System Based On Maximum Entropy Model—0
Adaptive Clustering for Coreference Resolution with Deterministic Rules and Web-Based Language Models—0
Cost-Effective Hallucination Detection for LLMs—0
CLINIQA: A Machine Intelligence Based Clinical Question Answering System—0
ASGen: Answer-containing Sentence Generation to Pre-Train Question Generator for Scale-up Data in Question Answering—0
Clinical Reading Comprehension with Encoder-Decoder Models Enhanced by Direct Preference Optimization—0
As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?—0
AlignNet: Self-supervised Alignment Module—0
ClinicalGPT: Large Language Models Finetuned with Diverse Medical Data and Comprehensive Evaluation—0
ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases—0
A Sequence Modelling Approach to Question Answering in Text-Based Games—0
A Brain-inspired Memory Transformation based Differentiable Neural Computer for Reasoning-based Question Answering—0
Discrete Cosine Transform as Universal Sentence Encoder—0
Disentangling Online Chats with DAG-Structured LSTMs—0
Distraction-free Embeddings for Robust VQA—0
ClimaText: A Dataset for Climate Change Topic Detection—0
A Semi-supervised learning approach to enhance health care Community-based Question Answering: A case study in alcoholism—0
Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering—0
Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change—0
ClimateBERT-NetZero: Detecting and Assessing Net Zero and Reduction Targets—0
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition—0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns—0
A Semantics-aware Transformer Model of Relation Linking for Knowledge Base Question Answering—0
A Semiparametric Gaussian Copula Regression Model for Predicting Financial Risks from Earnings Calls—0
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification—0
CLICKER: Attention-Based Cross-Lingual Commonsense Knowledge Transfer—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Clickbait Classification and Spoiling Using Natural Language Processing—0
CLEVR-POC: Reasoning-Intensive Visual Question Answering in Partially Observable Environments—0
Discovering Better Model Architectures for Medical Query Understanding—0
A Search Task Dataset for German Textual Entailment—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
CLEVRER-Humans: Describing Physical and Causal Events the Human Way—0
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models—0
Discourse-sensitive Automatic Identification of Generic Expressions—0
Discovering Bias in Latent Space: An Unsupervised Debiasing Approach—0
Show:102550
← PrevPage 47 of 217Next →
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