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 5651–5700 of 10817 papers

TitleStatusHype
Semantic Compression With Large Language Models—0
Extreme Classification for Answer Type Prediction in Question Answering—0
PAXQA: Generating Cross-lingual Question Answering Examples at Training ScaleCode0
IslamicPCQA: A Dataset for Persian Multi-hop Complex Question Answering in Islamic Text Resources—0
A Review of Deep Learning for Video Captioning—0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis—0
Tokenization Preference for Human and Machine Learning Model: An Annotation Study—0
Information Extraction from Documents: Question Answering vs Token Classification in real-world setups—0
Why Does ChatGPT Fall Short in Providing Truthful Answers?—0
BRENT: Bidirectional Retrieval Enhanced Norwegian TransformerCode0
LLM as A Robotic Brain: Unifying Egocentric Memory and Control—0
In ChatGPT We Trust? Measuring and Characterizing the Reliability of ChatGPT—0
HeRo: RoBERTa and Longformer Hebrew Language Models—0
A Question-Answering Approach to Key Value Pair Extraction from Form-like Document Images—0
What Makes a Good Dataset for Symbol Description Reading?—0
Chain of Thought Prompt Tuning in Vision Language Models—0
Medical Question Summarization with Entity-driven Contrastive LearningCode0
Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering—0
PDFVQA: A New Dataset for Real-World VQA on PDF Documents—0
Verbs in Action: Improving verb understanding in video-language modelsCode0
chatClimate: Grounding Conversational AI in Climate Science—0
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations—0
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
FrenchMedMCQA: A French Multiple-Choice Question Answering Dataset for Medical domainCode0
RISC: Generating Realistic Synthetic Bilingual Insurance ContractCode0
MphayaNER: Named Entity Recognition for TshivendaCode0
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering—0
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images—0
Evaluating the Robustness of Machine Reading Comprehension Models to Low Resource Entity Renaming—0
Bridging the Language Gap: Knowledge Injected Multilingual Question Answering—0
Improving Visual Question Answering Models through Robustness Analysis and In-Context Learning with a Chain of Basic Questions—0
Evidentiality-aware Retrieval for Overcoming Abstractiveness in Open-Domain Question Answering—0
Ericson: An Interactive Open-Domain Conversational Search Agent—0
Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural NetworksCode0
A Diffusion-based Method for Multi-turn Compositional Image Generation—0
Unsupervised Improvement of Factual Knowledge in Language ModelsCode0
Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder—0
Locate Then Generate: Bridging Vision and Language with Bounding Box for Scene-Text VQA—0
SC-ML: Self-supervised Counterfactual Metric Learning for Debiased Visual Question Answering—0
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
When Crowd Meets Persona: Creating a Large-Scale Open-Domain Persona Dialogue Corpus—0
WebQAmGaze: A Multilingual Webcam Eye-Tracking-While-Reading DatasetCode0
Attention is Not Always What You Need: Towards Efficient Classification of Domain-Specific Text—0
QUADRo: Dataset and Models for QUestion-Answer Database Retrieval—0
Aligning a medium-size GPT model in English to a small closed domain in Spanish—0
BloombergGPT: A Large Language Model for Finance—0
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents—0
oBERTa: Improving Sparse Transfer Learning via improved initialization, distillation, and pruning regimes—0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision—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