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 6351–6400 of 10817 papers

TitleStatusHype
LCQMC:A Large-scale Chinese Question Matching Corpus—0
LB-KBQA: Large-language-model and BERT based Knowledge-Based Question and Answering System—0
Miutsu: NTU's TaskBot for the Alexa Prize—0
MIVC: Multiple Instance Visual Component for Visual-Language Models—0
DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew—0
Mixed Membership Markov Models for Unsupervised Conversation Modeling—0
LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
An Evaluation of GPT-4V and Gemini in Online VQA—0
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction—0
Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity—0
LAVIS: A Library for Language-Vision Intelligence—0
Dialogue over Context and Structured Knowledge using a Neural Network Model with External Memories—0
Bayesian Networks for Named Entity Prediction in Programming Community Question Answering—0
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement—0
Bayesian Deep Learning for Interactive Community Question Answering—0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects—0
Latent-Variable PCFGs: Background and Applications—0
Latent Variable Models for Visual Question Answering—0
Mixture of Rationale: Multi-Modal Reasoning Mixture for Visual Question Answering—0
Latent Trees for Coreference Resolution—0
Latent Space Embedding for Retrieval in Question-Answer Archives—0
Dialogue Act Recognition for Text-based Sinhala—0
Latent Semantic Tensor Indexing for Community-based Question Answering—0
Latent Question Reformulation and Information Accumulation for Multi-Hop Machine Reading—0
Dialog state tracking, a machine reading approach using Memory Network—0
Bayesian Attention Belief Networks—0
M-LLM Based Video Frame Selection for Efficient Video Understanding—0
MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning—0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
LasigeBioTM at MEDIQA 2019: Biomedical Question Answering using Bidirectional Transformers and Named Entity Recognition—0
BAT: Learning to Reason about Spatial Sounds with Large Language Models—0
LARSA22 at Qur’an QA 2022: Text-to-Text Transformer for Finding Answers to Questions from Qur’an—0
MLSA --- A Multi-layered Reference Corpus for German Sentiment Analysis—0
MM-AVS: A Full-Scale Dataset for Multi-modal Summarization—0
Large Vision-Language Models for Remote Sensing Visual Question Answering—0
MMCOMPOSITION: Revisiting the Compositionality of Pre-trained Vision-Language Models—0
Dialog-based Language Learning—0
Large Search Model: Redefining Search Stack in the Era of LLMs—0
MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning—0
Dialog-based Language Learning—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
Adversarial reading networks for machine comprehension—0
A Complex KBQA System using Multiple Reasoning Paths—0
MMIU: Dataset for Visual Intent Understanding in Multimodal Assistants—0
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Large Scale Scene Text Verification with Guided Attention—0
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production—0
Large Scale Question Paraphrase Retrieval with Smoothed Deep Metric Learning—0
Show:102550
← PrevPage 128 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