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 3101–3150 of 10817 papers

TitleStatusHype
BizBench: A Quantitative Reasoning Benchmark for Business and Finance—0
Dynamic Q&A of Clinical Documents with Large Language Models—0
Dynamic Neural Turing Machine with Soft and Hard Addressing Schemes—0
BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine—0
Effective Search of Logical Forms for Weakly Supervised Knowledge-Based Question Answering—0
Effective shared representations with Multitask Learning for Community Question Answering—0
EXnet: Efficient In-context Learning for Data-less Text classification—0
Effect of Non-linear Deep Architecture in Sequence Labeling—0
Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding—0
Effects of Prompt Length on Domain-specific Tasks for Large Language Models—0
Dynamic Multistep Reasoning based on Video Scene Graph for Video Question Answering—0
DynamicMind: A Tri-Mode Thinking System for Large Language Models—0
Efficiency in Focus: LayerNorm as a Catalyst for Fine-tuning Medical Visual Language Pre-trained Models—0
Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction—0
BioMedBERT: A Pre-trained Biomedical Language Model for QA and IR—0
Efficient and Interpretable Neural Models for Entity Tracking—0
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods—0
Dynamic Knowledge Integration for Enhanced Vision-Language Reasoning—0
Efficient Bilinear Attention-based Fusion for Medical Visual Question Answering—0
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive-k—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering—0
Efficient Deployment of Conversational Natural Language Interfaces over Databases—0
Blocks as Probes: Dissecting Categorization Ability of Large Multimodal Models—0
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution—0
Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies—0
Block Skim Transformer for Efficient Question Answering—0
EfficientEQA: An Efficient Approach for Open Vocabulary Embodied Question Answering—0
Efficient Few-Shot Continual Learning in Vision-Language Models—0
Efficient Global Learning of Entailment Graphs—0
Efficient In-Domain Question Answering for Resource-Constrained Environments—0
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture—0
Efficient Knowledge Infusion via KG-LLM Alignment—0
Efficient Language Modeling with Sparse all-MLP—0
Dynamic Knowledge-Base Alignment for Coreference Resolution—0
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
Efficiently Embedding Dynamic Knowledge Graphs—0
A Fully Coreference-annotated Corpus of Scholarly Papers from the ACL Anthology—0
Book Review: Interactive Multi-Modal Question-Answering by Antal van den Bosch and Gosse Bouma—0
Efficient Meta Lifelong-Learning with Limited Memory—0
Efficient Models for the Detection of Hate, Abuse and Profanity—0
Efficient Motion-Aware Video MLLM—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Efficient Multi-modal Large Language Models via Visual Token Grouping—0
A novel knowledge graph development for industry design: A case study on indirect coal liquefaction process—0
Dynamic Integration of Background Knowledge in Neural NLU Systems—0
Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams—0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
Dynamic Fusion With Intra- and Inter-Modality Attention Flow for Visual Question Answering—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