Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T05:07:27.822799Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2412.00763.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T05:07:27.822799Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d8cd563a-096e-4dc1-9f99-914b7d7952b4 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Survey on aspect-level senti- mentanalysis
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c047354e-fbcf-4c5f-9327-4b53e0f6ff92 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 139b64fc-8c71-4b82-b30d-055d50cebfdd · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect based sentiment analysis using deep learning approaches: A survey.Computer Science Review, 49:100576, 2023
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8a7c1676-dbd8-42fc-ac5c-2c5531a8cd7c · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Exploiting BERTforend-to-endaspect-basedsentimentanalysis.In Proceedings of the 5th Workshop on Noisy User-generated Text (W-NUT 2019), pages 34–41, Hong Kong, China, November 2019
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b49c7bf3-5336-4c60-84a4-995792dd2613 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Flexiblyutilizingsyntacticknowledgeinaspect-basedsentiment analysis
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5d1f3288-22f0-4b84-9d0f-602728ee1bb4 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Improving aspect-based sentiment analysis with knowledge-aware dependency graph network.Information Fusion, 92:289–299, 2023
Reference 6
Source-reported events for the cited work
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Observation a2c26757-9494-42c1-8ebc-ac246944481a · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Syntax- enhanced aspect-based sentiment analysis with multi-layer attention
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d4be09d6-f3f4-4dc7-8d42-16f0f4d7413a · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Two-stage aspect sentiment quadruple prediction based on mrc and text genera- tion
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 70720f0e-24f0-4315-97ec-80849acf0b41 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Towards generative aspect-based sentiment analysis
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 994b18b6-b175-4c64-8a17-37a510cf3ef0 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect sentiment quad prediction as paraphrase generation
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 547f0630-90a4-469d-b794-89265bf82dcd · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Seq2Path: Generating sentiment tuples as paths of a tree
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 612d2152-76dc-4a59-b9ae-2d876ca0f38b · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Bidirectional machine reading comprehension for aspect sentiment triplet extrac- tion
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 666423ba-b6f9-4fa7-8797-f8ab8963dc2d · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Modellingcontextandsyn- tacticalfeaturesforaspect-basedsentimentanalysis
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cd3fe856-861e-412b-82ff-3d2bcc7c9c10 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Enhancing generative aspect-based sentiment analysis with relation-level supervision and prompt
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 108b604e-a02b-42e6-8523-b7d8a906e700 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Syngen: A syntactic plug-and-play module for generative aspect- based sentiment analysis
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 32954460-9336-4e6a-a2b9-c2a4cb814c48 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Mining and summarizing customer reviews
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e0f4d64f-805a-45c5-b896-4cd6f1e634cc · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Dual graph convolutional networks for aspect- basedsentimentanalysis
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 50dd06dd-0d51-4298-8072-679c852de5ad · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis DOER: Dual cross-sharedRNNforaspectterm-polarityco-extraction
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1e292967-5254-4353-bdc9-f5199aa03fc1 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e4827edb-8145-48a3-97b3-6aef2f3c7600 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Individual differences in reasoning: Implications for the rationality debate?Behavioral and brain sciences, 23(5):645–665, 2000
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e1b38977-8ea9-4b2f-892e-59d27c824d1b · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect-category-opinion- sentiment quadruple extraction with implicit aspects and opinions
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d79a7910-c109-4f86-92bc-f4bdfc78462d · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Improving aspect sentiment quad prediction via template-order data augmentation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3706a910-439d-43ab-9fa1-49ebc372b2a4 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis MvP: Multi-view prompting improves aspect sentiment tuple prediction
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 72593c1e-f07c-4790-bdf8-1f90f88d7263 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect-based sentiment classification with aspect-specific graph convolutional networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b5ec61b3-fc62-4c10-895a-f9f6e03f6884 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Dependency graphenhanceddual-transformerstructureforaspect-basedsentiment classification
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 62dd2812-f9d2-4d7a-83dd-33f79a2f5418 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis BiSyn-GAT+: Bi-syntax aware graph attention network for aspect- based sentiment analysis
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d48b514b-c9d5-490b-b563-3c4680e7eb8f · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Integrating external knowledge into aspect-based sentiment analysis using graph neural network.Knowledge-Based Systems, 259:110025, 2023
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ca9974dc-f33f-4016-9cbf-3b194fa82084 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Comparative analysis on aspect-based sentiment using bert
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f9b5e23d-f901-4e5c-8f73-8f5460fd60b4 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Positionlessaspectbasedsentimentanalysisusingattention mechanism
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c616a681-3f5b-47f9-abbc-c796c5beb66a · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Complete quadruple extraction using a two-stage neural model for aspect-based sentiment analysis.Neurocomputing, 492:452–463, 2022
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f1b91510-60af-42c7-a19f-85d8d371488b · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Enhanced multi-channel graph convolutional network for aspectsentimenttripletextraction
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 975a159c-d62b-40e3-a8ab-c608b2b32653 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 202a98a3-2bfe-45bc-a8a7-4cdce5fa32bc · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
Reference 33
Source-reported events for the cited work
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Observation e4edc250-6ff1-4f97-a504-1cf9d1116cce · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Lasuie: Unifying informationextractionwithlatentadaptivestructure-awaregenerative languagemodel
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c069dd77-ef48-4854-aa18-a5404a81bbf8 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fce2007e-c717-4c1e-80e2-8b89d5377520 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Graph Attention Networks
Reference 36
Source-reported events for the cited work
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Observation d968183d-19b0-4308-aab5-d4aea0c60ad6 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis SemEval- 2014 task 4: Aspect based sentiment analysis
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 775a39ec-e210-4366-9881-e9377a8ea838 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis SemEval-2015 task 12: Aspect based sentiment analysis
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ebbedee0-0a78-4519-91d5-c647cbd2ad42 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis SemEval-2016 task 5: Aspect based sentiment anal- ysis
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6f6b71db-8b50-484b-9212-9fac85c38df5 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Position-aware tagging for aspect sentiment triplet extraction
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 95a1a00a-4f0d-45c2-bc21-0d383ed679ab · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis A unified model for opiniontargetextractionandtargetsentimentprediction
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 05777640-7cdf-4e8f-a473-b2a6ebdca018 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Learning span-level interactions for aspect sentiment triplet extraction
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a0343e88-966e-4dec-a14a-4b006f40003d · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspan-level bidirectional network for aspect sentiment triplet extraction
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e807d059-e56d-4b7b-b647-7dc9a8212446 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Relation-aware collaborative learn- ing for unified aspect-based sentiment analysis
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e46ff88f-2bc7-42a3-8877-9e1977017a53 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Ajointtrainingdual- mrc framework for aspect based sentiment analysis.Proceedings of theAAAIConferenceonArtificialIntelligence ,35(15):13543–13551, May 2021
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 25e9ce15-86d9-4e98-83c4-52caf38c5348 · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect- category-opinion-sentiment extraction using generative transformer model
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation adb4ff4b-d681-403c-9553-2e8dea974e7f · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Bart-based contrastive and retrospec- tivenetworkforaspect-category-opinion-sentimentquadrupleextrac- tion
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7568155f-bb0b-432a-9237-164a01d4a38e · outbound
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Efficient hybrid generation framework for aspect-based sentiment analysis
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.