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
Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrationsCode0
MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records—0
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact—0
Rethinking Language Models as Symbolic Knowledge Graphs—0
Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs—0
DLIP: Distilling Language-Image Pre-training—0
EVE: Efficient Vision-Language Pre-training with Masked Prediction and Modality-Aware MoE—0
Evaluation of Faithfulness Using the Longest Supported Subsequence—0
Bridging the Gap: Deciphering Tabular Data Using Large Language Model—0
An approach based on Open Research Knowledge Graph for Knowledge Acquisition from scientific papers—0
Exploring the Effectiveness of GPT Models in Test-Taking: A Case Study of the Driver's License Knowledge Test—0
HopPG: Self-Iterative Program Generation for Multi-Hop Question Answering over Heterogeneous Knowledge—0
SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes—0
DocPrompt: Large-scale continue pretrain for zero-shot and few-shot document question answering—0
VQA Therapy: Exploring Answer Differences by Visually Grounding AnswersCode0
Using Large Language Models for Cybersecurity Capture-The-Flag Challenges and Certification Questions—0
Large Language Models on Wikipedia-Style Survey Generation: an Evaluation in NLP ConceptsCode0
Imaginations of WALL-E : Reconstructing Experiences with an Imagination-Inspired Module for Advanced AI Systems—0
Generic Attention-model Explainability by Weighted Relevance Accumulation—0
Breaking Language Barriers: A Question Answering Dataset for Hindi and Marathi—0
Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models—0
PUMGPT: A Large Vision-Language Model for Product Understanding—0
BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine—0
Differentiable Retrieval Augmentation via Generative Language Modeling for E-commerce Query Intent Classification—0
Accelerated materials language processing enabled by GPT—0
MaScQA: A Question Answering Dataset for Investigating Materials Science Knowledge of Large Language Models—0
Semantic Consistency for Assuring Reliability of Large Language Models—0
Linguistically-Informed Neural Architectures for Lexical, Syntactic and Semantic Tasks in Sanskrit—0
Answering Ambiguous Questions with a Database of Questions, Answers, and Revisions—0
Learning the meanings of function words from grounded language using a visual question answering modelCode0
DiagGPT: An LLM-based and Multi-agent Dialogue System with Automatic Topic Management for Flexible Task-Oriented Dialogue—0
Question Answering over Linked Data with GPT-3Code0
Automated Testing and Improvement of Named Entity Recognition Systems—0
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM—0
Performance Prediction for Multi-hop Questions—0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight—0
Answering Unseen Questions With Smaller Language Models Using Rationale Generation and Dense Retrieval—0
ADMUS: A Progressive Question Answering Framework Adaptable to Multiple Knowledge Sources—0
Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA—0
Top K Relevant Passage Retrieval for Biomedical Question AnsweringCode0
On Monotonic Aggregation for Open-domain QACode0
Mondrian: Prompt Abstraction Attack Against Large Language Models for Cheaper API Pricing—0
No Length Left Behind: Enhancing Knowledge Tracing for Modeling Sequences of Excessive or Insufficient LengthsCode0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Redundancy-aware Transformer for Video Question Answering—0
TIJO: Trigger Inversion with Joint Optimization for Defending Multimodal Backdoored ModelsCode0
Prompt Guided Copy Mechanism for Conversational Question Answering—0
PaniniQA: Enhancing Patient Education Through Interactive Question AnsweringCode0
Trusting Language Models in Education—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