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 5051–5100 of 10817 papers

TitleStatusHype
From Image to Language: A Critical Analysis of Visual Question Answering (VQA) Approaches, Challenges, and Opportunities—0
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs—0
VQA-GEN: A Visual Question Answering Benchmark for Domain Generalization—0
Attention Alignment and Flexible Positional Embeddings Improve Transformer Length Extrapolation—0
Continuous Training and Fine-tuning for Domain-Specific Language Models in Medical Question Answering—0
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text—0
A Systematic Evaluation of GPT-4V's Multimodal Capability for Medical Image Analysis—0
XAI-CLASS: Explanation-Enhanced Text Classification with Extremely Weak Supervision—0
A Lightweight Method to Generate Unanswerable Questions in EnglishCode0
EHRTutor: Enhancing Patient Understanding of Discharge Instructions—0
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
KeyGen2Vec: Learning Document Embedding via Multi-label Keyword Generation in Question-Answering—0
Harvest Video Foundation Models via Efficient Post-Pretraining—0
Generative retrieval-augmented ontologic graph and multi-agent strategies for interpretive large language model-based materials design—0
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination—0
Generating Context-Aware Natural Answers for Questions in 3D ScenesCode0
Fusing Temporal Graphs into Transformers for Time-Sensitive Question Answering—0
Prompt-Engineering and Transformer-based Question Generation and Evaluation—0
Dynamic Task and Weight Prioritization Curriculum Learning for Multimodal ImageryCode0
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense UnderstandingCode0
Learning to Follow Object-Centric Image Editing Instructions FaithfullyCode0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods—0
Robust NL-to-Cypher Translation for KBQA: Harnessing Large Language Model with Chain of Prompts—0
ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in VietnameseCode0
Detrimental Contexts in Open-Domain Question AnsweringCode0
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation—0
Knowledge Corpus Error in Question AnsweringCode0
ArchBERT: Bi-Modal Understanding of Neural Architectures and Natural Languages—0
Incorporating Probing Signals into Multimodal Machine Translation via Visual Question-Answering PairsCode0
In-Context Ability Transfer for Question Decomposition in Complex QA—0
Improving Zero-shot Reader by Reducing Distractions from Irrelevant Documents in Open-Domain Question Answering—0
Exploring Question Decomposition for Zero-Shot VQA—0
CAD -- Contextual Multi-modal Alignment for Dynamic AVQA—0
Enhancing Document Information Analysis with Multi-Task Pre-training: A Robust Approach for Information Extraction in Visually-Rich Documents—0
1-PAGER: One Pass Answer Generation and Evidence Retrieval—0
Diversity Enhanced Narrative Question Generation for StorybooksCode0
CUNI Submission to MRL 2023 Shared Task on Multi-lingual Multi-task Information Retrieval—0
TOP-Training: Target-Oriented Pretraining for Medical Extractive Question AnsweringCode0
FANToM: A Benchmark for Stress-testing Machine Theory of Mind in Interactions—0
SoK: Memorization in General-Purpose Large Language Models—0
tagE: Enabling an Embodied Agent to Understand Human InstructionsCode0
Background Summarization of Event TimelinesCode0
Multimodal Representations for Teacher-Guided Compositional Visual Reasoning—0
PreWoMe: Exploiting Presuppositions as Working Memory for Long Form Question Answering—0
Large Search Model: Redefining Search Stack in the Era of LLMs—0
A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare—0
EpiK-Eval: Evaluation for Language Models as Epistemic ModelsCode0
API-Assisted Code Generation for Question Answering on Varied Table Structures—0
PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter—0
Reference Free Domain Adaptation for Translation of Noisy Questions with Question Specific RewardsCode0
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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