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 5301–5350 of 10817 papers

TitleStatusHype
Eliminating the Language Bias for Visual Question Answering with fine-grained Causal Intervention—0
Breaking Character: Are Subwords Good Enough for MRLs After All?—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
Aggregated Word Pair Features for Implicit Discourse Relation Disambiguation—0
Eliminating Catastrophic Interference with Biased Competition—0
Breaking Character: Are Subwords Good Enough for MRLs After All?—0
Breadth First Reasoning Graph for Multi-hop Question Answering—0
ElectroVizQA: How well do Multi-modal LLMs perform in Electronics Visual Question Answering?—0
Electrocardiogram Report Generation and Question Answering via Retrieval-Augmented Self-Supervised Modeling—0
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning—0
Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM—0
Aggregated Knowledge Model: Enhancing Domain-Specific QA with Fine-Tuned and Retrieval-Augmented Generation Models—0
BrainChat: Decoding Semantic Information from fMRI using Vision-language Pretrained Models—0
elBERto: Self-supervised Commonsense Learning for Question Answering—0
Brahmi-Net: A transliteration and script conversion system for languages of the Indian subcontinent—0
Answering Product-related Questions with Heterogeneous Information—0
BQA: Body Language Question Answering Dataset for Video Large Language Models—0
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
BoundingDocs: a Unified Dataset for Document Question Answering with Spatial Annotations—0
Answering Opinion Questions on Products by Exploiting Hierarchical Organization of Consumer Reviews—0
Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems—0
EIGEN: Event Influence GENeration using Pre-trained Language Models—0
EICA Team at SemEval-2017 Task 3: Semantic and Metadata-based Features for Community Question Answering—0
EIAD: Explainable Industrial Anomaly Detection Via Multi-Modal Large Language Models—0
Bottom-Up Synthesis of Knowledge-Grounded Task-Oriented Dialogues with Iteratively Self-Refined Prompts—0
EHRTutor: Enhancing Patient Understanding of Discharge Instructions—0
Bootstrapping a Romanian Corpus for Medical Named Entity Recognition—0
Boosting the creation of a treebank—0
Agent Smith: Teaching Question Answering to Jill Watson—0
AAAR-1.0: Assessing AI's Potential to Assist Research—0
Boosting Question Answering by Deep Entity Recognition—0
Answering List Questions using Web as a corpus—0
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies—0
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs—0
Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation—0
Answering Legal Questions by Learning Neural Attentive Text Representation—0
AgentPS: Agentic Process Supervision for Multi-modal Content Quality Assurance through Multi-round QA—0
Efficient Tree-based Approximation for Entailment Graph Learning—0
Efficient Search for Transformation-based Inference—0
Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning—0
Efficient Retrieval Optimized Multi-task Learning—0
Answering Image Riddles using Vision and Reasoning through Probabilistic Soft Logic—0
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System—0
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations—0
Efficient Prompting for LLM-based Generative Internet of Things—0
Efficient Prompt Caching via Embedding Similarity—0
Cross-lingual QA: A Key to Unlocking In-context Cross-lingual Performance—0
Answering from Sure to Uncertain: Uncertainty-Aware Curriculum Learning for Video Question Answering—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—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