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 8226–8250 of 10817 papers

TitleStatusHype
A Distant Supervision Approach to Semantic Role Labeling—0
Cross-Dataset Adaptation for Visual Question Answering—0
Informing clinical assessment by contextualizing post-hoc explanations of risk prediction models in type-2 diabetes—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
Information Navigation System Based on POMDP that Tracks User Focus—0
Information Gathering in Networks via Active Exploration—0
CrossCheckGPT: Universal Hallucination Ranking for Multimodal Foundation Models—0
Information Extraction over Structured Data: Question Answering with Freebase—0
Information Extraction from Documents: Question Answering vs Token Classification in real-world setups—0
Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities—0
An Analysis of Visual Question Answering Algorithms—0
Information Extraction From Co-Occurring Similar Entities—0
Information Discovery in e-Commerce—0
CROME: Cross-Modal Adapters for Efficient Multimodal LLM—0
InfographicVQA—0
Audio Dialogues: Dialogues dataset for audio and music understanding—0
Critique Ability of Large Language Models—0
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
Achieving Human Parity on Visual Question Answering—0
WIP: Large Language Model-Enhanced Smart Tutor for Undergraduate Circuit Analysis—0
GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level—0
Inferring Binary Relation Schemas for Open Information Extraction—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