Pith. sign in

Paper Citation Record · LEDGER

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis

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.

pith.paper-citation-record.v1
2412.00763 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:07:27.822799Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

48 of 48 outbound references displayed

  • verified exact0
  • verified fuzzy42
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d8cd563a-096e-4dc1-9f99-914b7d7952b4 · outbound

This paper cites Survey on aspect-level senti- mentanalysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Survey on aspect-level senti- mentanalysis

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.563774Z

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.

source=pdf_text observed=2026-08-12T05:07:27.616462Z digest=sha256:da9c6bacf41a172b5eb1dd7c752a67331365583ff03e6886bc2ca870bfc634ce

Observation c047354e-fbcf-4c5f-9327-4b53e0f6ff92 · outbound

This paper cites an unresolved cited work.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:07:28.548683Z

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.

source=pdf_text observed=2026-08-12T05:07:27.620957Z digest=sha256:493dbd2dd51fe2aed2c4e3e7a8527dac54c6676e82f6cd3235c9e744d52a6784

Observation 139b64fc-8c71-4b82-b30d-055d50cebfdd · outbound

This paper cites Aspect based sentiment analysis using deep learning approaches: A survey.Computer Science Review, 49:100576, 2023.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.535150Z

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.

source=pdf_text observed=2026-08-12T05:07:27.625418Z digest=sha256:67d030dcc7bce3bda368ac5b1d523e85d819f7f4f4e36d346f9444e9ba89bde2

Observation 8a7c1676-dbd8-42fc-ac5c-2c5531a8cd7c · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.519977Z

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.

source=pdf_text observed=2026-08-12T05:07:27.629823Z digest=sha256:1c6f40e77f0172c69306c55ffe6aada7ac2c8525540d3d4a6dff40faa2bba2b7

Observation b49c7bf3-5336-4c60-84a4-995792dd2613 · outbound

This paper cites Flexiblyutilizingsyntacticknowledgeinaspect-basedsentiment analysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Flexiblyutilizingsyntacticknowledgeinaspect-basedsentiment analysis

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.504935Z

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.

source=pdf_text observed=2026-08-12T05:07:27.634185Z digest=sha256:0d0a8fd2a2f8a01b560916f8a9f0796f5033dc1b24bf29eb0e9c008eba692712

Observation 5d1f3288-22f0-4b84-9d0f-602728ee1bb4 · outbound

This paper cites Improving aspect-based sentiment analysis with knowledge-aware dependency graph network.Information Fusion, 92:289–299, 2023.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.489610Z

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.

source=pdf_text observed=2026-08-12T05:07:27.638789Z digest=sha256:8be688a1874632a96e22770fb4f6592ec615f56c90858a24e9bf82ff690eee65

Observation a2c26757-9494-42c1-8ebc-ac246944481a · outbound

This paper cites Syntax- enhanced aspect-based sentiment analysis with multi-layer attention.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Syntax- enhanced aspect-based sentiment analysis with multi-layer attention

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.474218Z

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.

source=pdf_text observed=2026-08-12T05:07:27.644049Z digest=sha256:f6764c29edffe9344d0ff735f0f2ccfef8383a462a0fc86460b9065f8addb279

Observation d4be09d6-f3f4-4dc7-8d42-16f0f4d7413a · outbound

This paper cites Two-stage aspect sentiment quadruple prediction based on mrc and text genera- tion.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.459213Z

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.

source=pdf_text observed=2026-08-12T05:07:27.648701Z digest=sha256:42d638c15ac22bfd20b9ceee96c1abf2bb6c80a61e4c352461d30b43a0435d3b

Observation 70720f0e-24f0-4315-97ec-80849acf0b41 · outbound

This paper cites Towards generative aspect-based sentiment analysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Towards generative aspect-based sentiment analysis

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.445859Z

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.

source=pdf_text observed=2026-08-12T05:07:27.653220Z digest=sha256:b702f8260b92dd02d8cb8b4fb12f5fffaf32097ba8e57e882fb1008b0c3f7adf

Observation 994b18b6-b175-4c64-8a17-37a510cf3ef0 · outbound

This paper cites Aspect sentiment quad prediction as paraphrase generation.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect sentiment quad prediction as paraphrase generation

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.432181Z

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.

source=pdf_text observed=2026-08-12T05:07:27.657754Z digest=sha256:a7dc5e73d887f4651642a7c0134d665a93d5eb1cc23854f0354023e3e9c9e646

Observation 547f0630-90a4-469d-b794-89265bf82dcd · outbound

This paper cites Seq2Path: Generating sentiment tuples as paths of a tree.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Seq2Path: Generating sentiment tuples as paths of a tree

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.418258Z

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.

source=pdf_text observed=2026-08-12T05:07:27.662292Z digest=sha256:e72977d37d5d0131bf6e72241ba48ba1cee050b08597857b779f10312908ab80

Observation 612d2152-76dc-4a59-b9ae-2d876ca0f38b · outbound

This paper cites Bidirectional machine reading comprehension for aspect sentiment triplet extrac- tion.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Bidirectional machine reading comprehension for aspect sentiment triplet extrac- tion

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.402353Z

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.

source=pdf_text observed=2026-08-12T05:07:27.667226Z digest=sha256:308effc8ffeab5e071c6fa5de93e47f0dc4772bb5ca36531ba0622f461ee5de9

Observation 666423ba-b6f9-4fa7-8797-f8ab8963dc2d · outbound

This paper cites Modellingcontextandsyn- tacticalfeaturesforaspect-basedsentimentanalysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Modellingcontextandsyn- tacticalfeaturesforaspect-basedsentimentanalysis

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.387327Z

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.

source=pdf_text observed=2026-08-12T05:07:27.671670Z digest=sha256:8d270509a2637d0f085f90a518b6e829e226b41752b459b140b8a3d4b1203a3f

Observation cd3fe856-861e-412b-82ff-3d2bcc7c9c10 · outbound

This paper cites Enhancing generative aspect-based sentiment analysis with relation-level supervision and prompt.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.373523Z

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.

source=pdf_text observed=2026-08-12T05:07:27.675996Z digest=sha256:cb36dbd13beda80aa443bf2b9bcb1e2e4724cbe2f36591c721c2508e175894b8

Observation 108b604e-a02b-42e6-8523-b7d8a906e700 · outbound

This paper cites Syngen: A syntactic plug-and-play module for generative aspect- based sentiment analysis.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.359057Z

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.

source=pdf_text observed=2026-08-12T05:07:27.679950Z digest=sha256:416fe58930fe6d8272d22bcbda5514ba51a4da86ef6e5def93906845e621b282

Observation 32954460-9336-4e6a-a2b9-c2a4cb814c48 · outbound

This paper cites Mining and summarizing customer reviews.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Mining and summarizing customer reviews

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.345426Z

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.

source=pdf_text observed=2026-08-12T05:07:27.683905Z digest=sha256:e9b64ee1e7794e422eb15068a82a6745c29904ee9dd304041aed4b6b8b276f4b

Observation e0f4d64f-805a-45c5-b896-4cd6f1e634cc · outbound

This paper cites Dual graph convolutional networks for aspect- basedsentimentanalysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Dual graph convolutional networks for aspect- basedsentimentanalysis

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.330947Z

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.

source=pdf_text observed=2026-08-12T05:07:27.689177Z digest=sha256:b9c1278b2f4014e83831b4e3826974ba54554c18ac3f1ea1cee6a6f42e9cae76

Observation 50dd06dd-0d51-4298-8072-679c852de5ad · outbound

This paper cites DOER: Dual cross-sharedRNNforaspectterm-polarityco-extraction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis DOER: Dual cross-sharedRNNforaspectterm-polarityco-extraction

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.315407Z

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.

source=pdf_text observed=2026-08-12T05:07:27.693629Z digest=sha256:e6d2b9367d4c3c2a9a8241e6a2d1197d383e1c5c42ab5f1ae2141c66d8bfdfe6

Observation 1e292967-5254-4353-bdc9-f5199aa03fc1 · outbound

This paper cites an unresolved cited work.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:07:28.298635Z

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.

source=pdf_text observed=2026-08-12T05:07:27.698025Z digest=sha256:ad692887478aff556b556322dfc7bdf3ff56f255630892a51153f96af4f774de

Observation e4827edb-8145-48a3-97b3-6aef2f3c7600 · outbound

This paper cites Individual differences in reasoning: Implications for the rationality debate?Behavioral and brain sciences, 23(5):645–665, 2000.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.284545Z

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.

source=pdf_text observed=2026-08-12T05:07:27.702394Z digest=sha256:4ba634906c571ae1e69f8cabf4d67af0bd401f1e16dd88a602aa9d9bcce7c733

Observation e1b38977-8ea9-4b2f-892e-59d27c824d1b · outbound

This paper cites Aspect-category-opinion- sentiment quadruple extraction with implicit aspects and opinions.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.270550Z

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.

source=pdf_text observed=2026-08-12T05:07:27.706694Z digest=sha256:854035c9fc8cc88e6c4dd50bbe2f3b8d458d0a67c0a06adb3e7a8013c6895860

Observation d79a7910-c109-4f86-92bc-f4bdfc78462d · outbound

This paper cites Improving aspect sentiment quad prediction via template-order data augmentation.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Improving aspect sentiment quad prediction via template-order data augmentation

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.256915Z

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.

source=pdf_text observed=2026-08-12T05:07:27.711098Z digest=sha256:6806eaf4ce85379e0b67eb9c478dcee4564e7cccc40ef1b347f48bcd7a6f6021

Observation 3706a910-439d-43ab-9fa1-49ebc372b2a4 · outbound

This paper cites MvP: Multi-view prompting improves aspect sentiment tuple prediction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis MvP: Multi-view prompting improves aspect sentiment tuple prediction

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.243148Z

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.

source=pdf_text observed=2026-08-12T05:07:27.715090Z digest=sha256:5bf487700a5152cf6b9580405dda27da8cad9ed44392ffe4ec848a34c1066cfa

Observation 72593c1e-f07c-4790-bdf8-1f90f88d7263 · outbound

This paper cites Aspect-based sentiment classification with aspect-specific graph convolutional networks.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect-based sentiment classification with aspect-specific graph convolutional networks

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.227368Z

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.

source=pdf_text observed=2026-08-12T05:07:27.719164Z digest=sha256:3d7a3b781c38b54ad808ebd642cf86a4210ab4ed8d0edd4ed7f2fdf63012543c

Observation b5ec61b3-fc62-4c10-895a-f9f6e03f6884 · outbound

This paper cites Dependency graphenhanceddual-transformerstructureforaspect-basedsentiment classification.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Dependency graphenhanceddual-transformerstructureforaspect-basedsentiment classification

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.211544Z

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.

source=pdf_text observed=2026-08-12T05:07:27.723074Z digest=sha256:57dbd7e03d53f76bc3e6b469f79ed96efec2466a9c8dd0b4b37ebc0d5a624b8f

Observation 62dd2812-f9d2-4d7a-83dd-33f79a2f5418 · outbound

This paper cites BiSyn-GAT+: Bi-syntax aware graph attention network for aspect- based sentiment analysis.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.196027Z

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.

source=pdf_text observed=2026-08-12T05:07:27.726956Z digest=sha256:94d4e9da50ad53ce6e01bdd1b8ebeefd8787f1ac4ef24b6e063591bd4a369d8f

Observation d48b514b-c9d5-490b-b563-3c4680e7eb8f · outbound

This paper cites Integrating external knowledge into aspect-based sentiment analysis using graph neural network.Knowledge-Based Systems, 259:110025, 2023.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.181233Z

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.

source=pdf_text observed=2026-08-12T05:07:27.730718Z digest=sha256:1a4243e59aca98cc08e223ac7f06b80b602d65fd8601136202178252227e41b3

Observation ca9974dc-f33f-4016-9cbf-3b194fa82084 · outbound

This paper cites Comparative analysis on aspect-based sentiment using bert.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Comparative analysis on aspect-based sentiment using bert

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.166368Z

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.

source=pdf_text observed=2026-08-12T05:07:27.735085Z digest=sha256:4387e67e73e686c8f9f09e223a3793ec01fa65fbe74e8fc096e39412d4d5bedb

Observation f9b5e23d-f901-4e5c-8f73-8f5460fd60b4 · outbound

This paper cites Positionlessaspectbasedsentimentanalysisusingattention mechanism.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Positionlessaspectbasedsentimentanalysisusingattention mechanism

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.152786Z

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.

source=pdf_text observed=2026-08-12T05:07:27.738947Z digest=sha256:765f70885c9ee5d835b1b3efd7f9aae2f98ab2e8968130ff1e919152b9345df3

Observation c616a681-3f5b-47f9-abbc-c796c5beb66a · outbound

This paper cites Complete quadruple extraction using a two-stage neural model for aspect-based sentiment analysis.Neurocomputing, 492:452–463, 2022.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.138510Z

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.

source=pdf_text observed=2026-08-12T05:07:27.743087Z digest=sha256:ff6586e61a3d13f955c0467909c9bb8e8d754433bd378d6483f0b66fd3efee5c

Observation f1b91510-60af-42c7-a19f-85d8d371488b · outbound

This paper cites Enhanced multi-channel graph convolutional network for aspectsentimenttripletextraction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Enhanced multi-channel graph convolutional network for aspectsentimenttripletextraction

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.123547Z

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.

source=pdf_text observed=2026-08-12T05:07:27.747203Z digest=sha256:244bc7da99e2f9383eb0185b58ad41d80f71279322c77a44a5e11bd557b28aee

Observation 975a159c-d62b-40e3-a8ab-c608b2b32653 · outbound

This paper cites an unresolved cited work.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:07:28.109577Z

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.

source=pdf_text observed=2026-08-12T05:07:27.751494Z digest=sha256:657ed62bfdfb2aa0a823b7c71795fee591aaba96583b2498d4c97e3a09d3765e

Observation 202a98a3-2bfe-45bc-a8a7-4cdce5fa32bc · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:27.755568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:27.755568Z digest=sha256:367a56b036c5cd7ad6e50437b5710bce767876be919d34407d4800f7e455a01d

Observation e4edc250-6ff1-4f97-a504-1cf9d1116cce · outbound

This paper cites Lasuie: Unifying informationextractionwithlatentadaptivestructure-awaregenerative languagemodel.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Lasuie: Unifying informationextractionwithlatentadaptivestructure-awaregenerative languagemodel

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.095526Z

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.

source=pdf_text observed=2026-08-12T05:07:27.760849Z digest=sha256:d8829ad513f3214cf9326885153d1beda41ba2db27c88d8fb731336be3b2e38e

Observation c069dd77-ef48-4854-aa18-a5404a81bbf8 · outbound

This paper cites an unresolved cited work.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:07:28.081293Z

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.

source=pdf_text observed=2026-08-12T05:07:27.764949Z digest=sha256:d5ff447bf5466b598282b2244a8d3598dda8e9d489156f5cee21fd8b550747d2

Observation fce2007e-c717-4c1e-80e2-8b89d5377520 · outbound

This paper cites Graph Attention Networks.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Graph Attention Networks

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:27.769590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:27.769590Z digest=sha256:9cc06f1e51705893844cab7e9c4f043da0661dc64b93f82f1851de9bfab15008

Observation d968183d-19b0-4308-aab5-d4aea0c60ad6 · outbound

This paper cites SemEval- 2014 task 4: Aspect based sentiment analysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis SemEval- 2014 task 4: Aspect based sentiment analysis

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.067408Z

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.

source=pdf_text observed=2026-08-12T05:07:27.774371Z digest=sha256:79a84ce202eb6915c42a9cd61bd5ca20d7814e91d4ed7cba213b821cd4a1ac82

Observation 775a39ec-e210-4366-9881-e9377a8ea838 · outbound

This paper cites SemEval-2015 task 12: Aspect based sentiment analysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis SemEval-2015 task 12: Aspect based sentiment analysis

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.053369Z

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.

source=pdf_text observed=2026-08-12T05:07:27.778830Z digest=sha256:b5359db453503e80c34f2e6ee1b4a88af9cfeacf1a00f601ca7a16abf8409454

Observation ebbedee0-0a78-4519-91d5-c647cbd2ad42 · outbound

This paper cites SemEval-2016 task 5: Aspect based sentiment anal- ysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis SemEval-2016 task 5: Aspect based sentiment anal- ysis

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.038313Z

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.

source=pdf_text observed=2026-08-12T05:07:27.783322Z digest=sha256:ad5ebb0adfae35b69dc3c973df52aa5f58fe30ed5d77a3dcf20c68c50e1786ee

Observation 6f6b71db-8b50-484b-9212-9fac85c38df5 · outbound

This paper cites Position-aware tagging for aspect sentiment triplet extraction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Position-aware tagging for aspect sentiment triplet extraction

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.023236Z

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.

source=pdf_text observed=2026-08-12T05:07:27.788004Z digest=sha256:6829b81a667fa3a9489d4c14224d8844462d40f0bbdbb6755f593dbc9a3c89b6

Observation 95a1a00a-4f0d-45c2-bc21-0d383ed679ab · outbound

This paper cites A unified model for opiniontargetextractionandtargetsentimentprediction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis A unified model for opiniontargetextractionandtargetsentimentprediction

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:28.008354Z

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.

source=pdf_text observed=2026-08-12T05:07:27.792386Z digest=sha256:cfc755614c036081239a40dfce676cf1474f89175863aa76ddb95dd087e9a363

Observation 05777640-7cdf-4e8f-a473-b2a6ebdca018 · outbound

This paper cites Learning span-level interactions for aspect sentiment triplet extraction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Learning span-level interactions for aspect sentiment triplet extraction

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.993047Z

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.

source=pdf_text observed=2026-08-12T05:07:27.796438Z digest=sha256:05be3217b8317284759470a8b0504385028ba8b7c3a7ef8014083d3a10516929

Observation a0343e88-966e-4dec-a14a-4b006f40003d · outbound

This paper cites Aspan-level bidirectional network for aspect sentiment triplet extraction.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspan-level bidirectional network for aspect sentiment triplet extraction

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.978477Z

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.

source=pdf_text observed=2026-08-12T05:07:27.800443Z digest=sha256:42b2ddc90d59b66beae38e37db6daee2b8af3a1e98dfdd2a937dfa776e0a0de3

Observation e807d059-e56d-4b7b-b647-7dc9a8212446 · outbound

This paper cites Relation-aware collaborative learn- ing for unified aspect-based sentiment analysis.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.961622Z

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.

source=pdf_text observed=2026-08-12T05:07:27.804961Z digest=sha256:89d2e816734b3dd72d1085990f9ab27d22234398aa7abcebf0e22f53aa672f25

Observation e46ff88f-2bc7-42a3-8877-9e1977017a53 · outbound

This paper cites Ajointtrainingdual- mrc framework for aspect based sentiment analysis.Proceedings of theAAAIConferenceonArtificialIntelligence ,35(15):13543–13551, May 2021.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.946507Z

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.

source=pdf_text observed=2026-08-12T05:07:27.809319Z digest=sha256:a0ebc63818bbb78788bcfb75bad4b950f9785898c854d031f913b618010729e1

Observation 25e9ce15-86d9-4e98-83c4-52caf38c5348 · outbound

This paper cites Aspect- category-opinion-sentiment extraction using generative transformer model.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Aspect- category-opinion-sentiment extraction using generative transformer model

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.929895Z

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.

source=pdf_text observed=2026-08-12T05:07:27.813566Z digest=sha256:29380cdbfdec9e613984b306e3c94a6b6f4ca7e1a79bb512a5f610a17fb00829

Observation adb4ff4b-d681-403c-9553-2e8dea974e7f · outbound

This paper cites Bart-based contrastive and retrospec- tivenetworkforaspect-category-opinion-sentimentquadrupleextrac- tion.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Bart-based contrastive and retrospec- tivenetworkforaspect-category-opinion-sentimentquadrupleextrac- tion

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.914842Z

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.

source=pdf_text observed=2026-08-12T05:07:27.818399Z digest=sha256:8b4f6a322bf5a1f342a596bce50aa5e38863193603826b572237920c3a8da92e

Observation 7568155f-bb0b-432a-9237-164a01d4a38e · outbound

This paper cites Efficient hybrid generation framework for aspect-based sentiment analysis.

PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis Efficient hybrid generation framework for aspect-based sentiment analysis

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:27.898156Z

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.

source=pdf_text observed=2026-08-12T05:07:27.822799Z digest=sha256:b3f797eefa3b413b75996716ad809cc3e81ae0920e43976b706c80541c859a76

Pith citing papers

No inbound Pith citation observations are available.