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 4126–4150 of 10817 papers

TitleStatusHype
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation—0
Comparison of Open-Source and Proprietary LLMs for Machine Reading Comprehension: A Practical Analysis for Industrial Applications—0
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism—0
Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models—0
From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries—0
PSLM: Parallel Generation of Text and Speech with LLMs for Low-Latency Spoken Dialogue Systems—0
Diversify, Rationalize, and Combine: Ensembling Multiple QA Strategies for Zero-shot Knowledge-based VQACode0
Problem-Solving in Language Model NetworksCode0
Towards Understanding Domain Adapted Sentence Embeddings for Document Retrieval—0
GW-MoE: Resolving Uncertainty in MoE Router with Global Workspace TheoryCode0
Nash CoT: Multi-Path Inference with Preference EquilibriumCode0
Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis—0
Intermediate Distillation: Data-Efficient Distillation from Black-Box LLMs for Information Retrieval—0
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
Extrinsic Evaluation of Cultural Competence in Large Language ModelsCode0
RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference ContentCode0
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment—0
InternalInspector I^2: Robust Confidence Estimation in LLMs through Internal States—0
SeRTS: Self-Rewarding Tree Search for Biomedical Retrieval-Augmented Generation—0
Context Graph—0
Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models?Code0
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy—0
LLARVA: Vision-Action Instruction Tuning Enhances Robot Learning—0
Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs—0
Hallucination Mitigation Prompts Long-term Video UnderstandingCode0
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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