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 7651–7700 of 10817 papers

TitleStatusHype
Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning—0
I've got the "Answer"! Interpretation of LLMs Hidden States in Question Answering—0
DaNetQA: a yes/no Question Answering Dataset for the Russian Language—0
Prune Once for All: Sparse Pre-Trained Language Models—0
It was the training data pruning too!—0
It Takes Two to Tango: Towards Theory of AI's Mind—0
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and Measurements of Performance—0
PSLM: Parallel Generation of Text and Speech with LLMs for Low-Latency Spoken Dialogue Systems—0
Damage Assessment after Natural Disasters with UAVs: Semantic Feature Extraction using Deep Learning—0
Automatically Extracting Procedural Knowledge from Instructional Texts using Natural Language Processing—0
Psy-LLM: Scaling up Global Mental Health Psychological Services with AI-based Large Language Models—0
An Efficient Active Learning Framework for New Relation Types—0
It Takes Three to Tango: Triangulation Approach to Answer Ranking in Community Question Answering—0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering—0
It's About Time: Incorporating Temporality in Retrieval Augmented Language Models—0
Punctuation Prediction with Transition-based Parsing—0
ITNLP-AiKF at SemEval-2016 Task 3 a quesiton answering system using community QA repository—0
Pushing the boundary on Natural Language Inference—0
Pushing the Limits of AMR Parsing with Self-Learning—0
Pushing the Limits of ChatGPT on NLP Tasks—0
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection—0
Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information—0
Automatically Developing a Fine-grained Arabic Named Entity Corpus and Gazetteer by utilizing Wikipedia—0
It is AI’s Turn to Ask Humans a Question: Question-Answer Pair Generation for Children’s Story Books—0
It is AI’s Turn to Ask Human a Question: Question and Answer Pair Generation for Children Storybooks in FairytaleQA Dataset—0
PuzzleBench: Can LLMs Solve Challenging First-Order Combinatorial Reasoning Problems?—0
DAFE: LLM-Based Evaluation Through Dynamic Arbitration for Free-Form Question-Answering—0
PVChat: Personalized Video Chat with One-Shot Learning—0
ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset—0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
DADgraph: A Discourse-aware Dialogue Graph Neural Network for Multiparty Dialogue Machine Reading Comprehension—0
Automated Utterance Generation—0
An Effective Multi-Stage Approach For Question Answering—0
Advancements and Challenges in Bangla Question Answering Models: A Comprehensive Review—0
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy—0
Q^2Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs—0
Iterative Scene Graph Generation with Generative Transformers—0
Iterative Multi-document Neural Attention for Multiple Answer Prediction—0
Iterative Adversarial Attack on Image-guided Story Ending Generation—0
Iterated learning for emergent systematicity in VQA—0
Cycle-Consistency for Robust Visual Question Answering—0
Automated Testing and Improvement of Named Entity Recognition Systems—0
An Effective Contextual Language Modeling Framework for Speech Summarization with Augmented Features—0
Is This Just Fantasy? Language Model Representations Reflect Human Judgments of Event Plausibility—0
"Is This It?": Towards Ecologically Valid Benchmarks for Situated Collaboration—0
CyberBOT: Towards Reliable Cybersecurity Education via Ontology-Grounded Retrieval Augmented Generation—0
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval—0
QADiver: Interactive Framework for Diagnosing QA Models—0
QA Domain Adaptation using Data Augmentation and Contrastive Adaptation—0
Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream Tasks—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