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 2401–2450 of 10817 papers

TitleStatusHype
Aligning LLMs through Multi-perspective User Preference Ranking-based Feedback for Programming Question Answering—0
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance—0
Citations and Trust in LLM Generated Responses—0
Citation Analysis with Neural Attention Models—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
CinePile: A Long Video Question Answering Dataset and Benchmark—0
CIKQA: Learning Commonsense Inference with a Unified Knowledge-in-the-loop QA Paradigm—0
Adapting Large Language Models to Domains via Reading Comprehension—0
A Biomedical Knowledge Graph for Biomarker Discovery in Cancer—0
Do Fine-tuned Commonsense Language Models Really Generalize?—0
CICBUAPnlp: Graph-Based Approach for Answer Selection in Community Question Answering Task—0
CIC: A Framework for Culturally-Aware Image Captioning—0
A Robustly Optimized BERT Pre-training Approach with Post-training—0
A Road-map Towards Explainable Question Answering A Solution for Information Pollution—0
Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation—0
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—0
CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms—0
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges—0
Chop Chop BERT: Visual Question Answering by Chopping VisualBERT's Heads—0
Choosing which to use? A study of distributional models for nominal lexical semantic classification—0
SAGE: A Framework of Precise Retrieval for RAG—0
Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer—0
Choose Your QA Model Wisely: A Systematic Study of Generative and Extractive Readers for Question Answering—0
Aligning a medium-size GPT model in English to a small closed domain in Spanish—0
ChitroJera: A Regionally Relevant Visual Question Answering Dataset for Bangla—0
Argument structure of adverbial derivatives in Russian—0
Does QA-based intermediate training help fine-tuning language models for text classification?—0
Argument Similarity Assessment in German for Intelligent Tutoring: Crowdsourced Dataset and First Experiments—0
ArgumenText: Searching for Arguments in Heterogeneous Sources—0
Chinese Whispers: Cooperative Paraphrase Acquisition—0
Chinese Tense Labelling and Causal Analysis—0
AlignFormer: Modality Matching Can Achieve Better Zero-shot Instruction-Following Speech-LLM—0
Does Similarity Matter? The Case of Answer Extraction from Technical Discussion Forums—0
Does the "most sinfully decadent cake ever" taste good? Answering Yes/No Questions from Figurative Contexts—0
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRA—0
Domain-robust VQA with diverse datasets and methods but no target labels—0
Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?—0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge—0
Argument-Based Comparative Question Answering Evaluation Benchmark—0
Chinese Open Relation Extraction for Knowledge Acquisition—0
Chinese Named Entity Abbreviation Generation Using First-Order Logic—0
Aligned Vector Quantization for Edge-Cloud Collabrative Vision-Language Models—0
Chinese Movie Dialogue Question Answering Dataset—0
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks—0
Chinese Answer Extraction Based on POS Tree and Genetic Algorithm—0
Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning—0
Adapting general-purpose speech recognition engine output for domain-specific natural language question answering—0
Adapting Entities across Languages and Cultures—0
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question—0
Beyond Prompting: An Efficient Embedding Framework for Open-Domain 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