FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384642686> ?p ?o ?g. }

• W4384642686 abstract "The pre-training and fine-tuning paradigm has become the main-stream framework in the field of Aspect-Based Sentiment Analysis (ABSA). Although it has achieved sound performance in the domains containing enough fine-grained aspect-sentiment annotations, it is still challenging to conduct few-shot ABSA in domains where manual annotations are scarce. In this work, we argue that two kinds of gaps, i.e., domain gap and objective gap, hinder the transfer of knowledge from pre-training language models (PLMs) to ABSA tasks. To address this issue, we introduce a simple yet effective framework called FS-ABSA, which involves domain-adaptive pre-training and text-infilling fine-tuning. We approach the End-to-End ABSA task as a text-infilling problem and perform domain-adaptive pre-training with the text-infilling objective, narrowing the two gaps and consequently facilitating the knowledge transfer. Experiments show that the resulting model achieves more compelling performance than baselines under the few-shot setting while driving the state-of-the-art performance to a new level across datasets under the fully-supervised setting. Moreover, we apply our framework to two non-English low-resource languages to demonstrate its generality and effectiveness." @default.
• W4384642686 created "2023-07-19" @default.
• W4384642686 creator A5023145724 @default.
• W4384642686 creator A5029518449 @default.
• W4384642686 creator A5035534911 @default.
• W4384642686 date "2023-07-18" @default.
• W4384642686 modified "2023-09-26" @default.
• W4384642686 title "A Simple yet Effective Framework for Few-Shot Aspect-Based Sentiment Analysis" @default.
• W4384642686 cites W2251648804 @default.
• W4384642686 cites W2465978385 @default.
• W4384642686 cites W2742657630 @default.
• W4384642686 cites W2747494806 @default.
• W4384642686 cites W2783691043 @default.
• W4384642686 cites W2799186171 @default.
• W4384642686 cites W2897660518 @default.
• W4384642686 cites W2985056549 @default.
• W4384642686 cites W2998446468 @default.
• W4384642686 cites W3035032094 @default.
• W4384642686 cites W3102449459 @default.
• W4384642686 cites W3113712958 @default.
• W4384642686 cites W3119339920 @default.
• W4384642686 cites W3174432206 @default.
• W4384642686 cites W3175444644 @default.
• W4384642686 cites W3194782062 @default.
• W4384642686 cites W3196692796 @default.
• W4384642686 cites W3202729335 @default.
• W4384642686 cites W4223475522 @default.
• W4384642686 cites W4285060468 @default.
• W4384642686 cites W4285601004 @default.
• W4384642686 cites W4285606196 @default.
• W4384642686 cites W4287890001 @default.
• W4384642686 doi "https://doi.org/10.1145/3539618.3591940" @default.
• W4384642686 hasPublicationYear "2023" @default.
• W4384642686 type Work @default.
• W4384642686 citedByCount "0" @default.
• W4384642686 crossrefType "proceedings-article" @default.
• W4384642686 hasAuthorship W4384642686A5023145724 @default.
• W4384642686 hasAuthorship W4384642686A5029518449 @default.
• W4384642686 hasAuthorship W4384642686A5035534911 @default.
• W4384642686 hasConcept C111472728 @default.
• W4384642686 hasConcept C119857082 @default.
• W4384642686 hasConcept C134306372 @default.
• W4384642686 hasConcept C138885662 @default.
• W4384642686 hasConcept C150899416 @default.
• W4384642686 hasConcept C154945302 @default.
• W4384642686 hasConcept C15744967 @default.
• W4384642686 hasConcept C162324750 @default.
• W4384642686 hasConcept C178790620 @default.
• W4384642686 hasConcept C185592680 @default.
• W4384642686 hasConcept C187736073 @default.
• W4384642686 hasConcept C202444582 @default.
• W4384642686 hasConcept C204321447 @default.
• W4384642686 hasConcept C206345919 @default.
• W4384642686 hasConcept C2778344882 @default.
• W4384642686 hasConcept C2780451532 @default.
• W4384642686 hasConcept C2780586882 @default.
• W4384642686 hasConcept C2780767217 @default.
• W4384642686 hasConcept C31258907 @default.
• W4384642686 hasConcept C33923547 @default.
• W4384642686 hasConcept C36503486 @default.
• W4384642686 hasConcept C41008148 @default.
• W4384642686 hasConcept C542102704 @default.
• W4384642686 hasConcept C66402592 @default.
• W4384642686 hasConcept C9652623 @default.
• W4384642686 hasConceptScore W4384642686C111472728 @default.
• W4384642686 hasConceptScore W4384642686C119857082 @default.
• W4384642686 hasConceptScore W4384642686C134306372 @default.
• W4384642686 hasConceptScore W4384642686C138885662 @default.
• W4384642686 hasConceptScore W4384642686C150899416 @default.
• W4384642686 hasConceptScore W4384642686C154945302 @default.
• W4384642686 hasConceptScore W4384642686C15744967 @default.
• W4384642686 hasConceptScore W4384642686C162324750 @default.
• W4384642686 hasConceptScore W4384642686C178790620 @default.
• W4384642686 hasConceptScore W4384642686C185592680 @default.
• W4384642686 hasConceptScore W4384642686C187736073 @default.
• W4384642686 hasConceptScore W4384642686C202444582 @default.
• W4384642686 hasConceptScore W4384642686C204321447 @default.
• W4384642686 hasConceptScore W4384642686C206345919 @default.
• W4384642686 hasConceptScore W4384642686C2778344882 @default.
• W4384642686 hasConceptScore W4384642686C2780451532 @default.
• W4384642686 hasConceptScore W4384642686C2780586882 @default.
• W4384642686 hasConceptScore W4384642686C2780767217 @default.
• W4384642686 hasConceptScore W4384642686C31258907 @default.
• W4384642686 hasConceptScore W4384642686C33923547 @default.
• W4384642686 hasConceptScore W4384642686C36503486 @default.
• W4384642686 hasConceptScore W4384642686C41008148 @default.
• W4384642686 hasConceptScore W4384642686C542102704 @default.
• W4384642686 hasConceptScore W4384642686C66402592 @default.
• W4384642686 hasConceptScore W4384642686C9652623 @default.
• W4384642686 hasLocation W43846426861 @default.
• W4384642686 hasOpenAccess W4384642686 @default.
• W4384642686 hasPrimaryLocation W43846426861 @default.
• W4384642686 hasRelatedWork W2883560263 @default.
• W4384642686 hasRelatedWork W2946016983 @default.
• W4384642686 hasRelatedWork W2960456850 @default.
• W4384642686 hasRelatedWork W3021430260 @default.
• W4384642686 hasRelatedWork W3192794374 @default.
• W4384642686 hasRelatedWork W4281645081 @default.
• W4384642686 hasRelatedWork W4308262314 @default.
• W4384642686 hasRelatedWork W4312200629 @default.

• next