Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:11:16.906537Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2507.09039.
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 2026-08-06T18:11:16.906537Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d96df657-3a0e-4fd0-a1ba-5624ab0aa7a1 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework App store effects on software engineering practices,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f8c35e82-924f-4cbe-b1f9-e4589636619a · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework How do users like this feature? a fine grained sentiment analysis of app reviews,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e13b78c5-9b48-49a5-8769-50a6357a2b12 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Toward data-driven requirements engineering,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5f5d44b1-36ff-4d0b-8530-91e71fb794c9 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework App store analysis for software engineering,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b629666e-df41-43ee-b568-e1d665fed6ed · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework User feedback in the appstore: An empir- ical study,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 57a78001-82ff-44c1-aab4-b26e6a5c9b24 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Extracting useful software development information from mobile application reviews: A survey of intelligent mining techniques and tools,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4b4e341c-fe00-431c-8d36-e9d1bd65408e · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Bug report, feature request, or simply praise? on automatically classifying app reviews,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 16a3a82b-eaab-46d9-bae6-0b907113e471 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Re-bert: automatic extraction of software requirements from app reviews using bert language model,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c200ac8f-5800-4e9c-a1d2-79d80baabc11 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Safe: A simple approach for feature extraction from app descriptions and app reviews,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7b46331a-070c-415a-be60-817bb9b7da49 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework An unsupervised aspect extraction strategy for monitoring real-time reviews stream,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7789a292-a25f-4ae1-b0cf-d24fc5b7b373 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework T- frex: A transformer-based feature extraction method from mobile app reviews,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 93ff64b7-cd1a-45fa-bd22-03ab919e7cb9 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework GloVe: Global vectors for word representation,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1492eab0-6e21-43e7-8a3b-c4bec4058db2 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Bidirectional recurrent neural net- works,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a00bee98-2aa7-431b-9dac-152cc014f7df · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Attention is all you need,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a5b7a68-f1e1-427b-b69f-56c77f7acbe5 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Long short-term memory,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e890056-cb8f-4790-b8af-01aae4736452 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework An introduction to conditional random fields,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2e2d9830-fc63-42fe-a5a6-d707a7572bb9 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Neural Architectures for Named Entity Recognition
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca094832-cf73-46a6-8e0c-d4504a4ad1b6 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Neural Machine Translation by Jointly Learning to Align and Translate
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6c6c25c-0609-4a6c-a766-503602067c47 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Tackling structured knowledge extraction from polymer nanocomposite literature as an ner/re task with seq2seq,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4a416003-b68a-4a29-942d-4cb3f80b5c98 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Glove: Global vectors for word representation,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf8c81d9-980f-42a5-a4a6-3659b20621bf · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Fine grained named entity recognition via seq2seq framework,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 81ce66cc-c942-4c74-9113-32e75757a301 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Decoding domain-specific ner: A performance evaluation of chatgpt, bi-lstm, and bert,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 35177fad-3425-49e1-99a9-2e006c4d1165 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Advancing requirements engineering through generative ai: Assessing the role of llms,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1daf88c3-4fc4-48c5-982e-cac6684ab61d · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Investigating chatgpt’s potential to assist in requirements elicitation processes,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0f7c1733-9ff3-4012-a3dc-0f6e6c37e3a2 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Using chatgpt in software requirements engineering: A comprehensive review,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5432706b-3d6d-43e3-9f63-97380a9cafb0 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Comparison of pipeline, sequence-to-sequence, and GPT models for end-to-end relation extraction: experiments with the rare disease use-case
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2c5bf845-3c02-44bd-a71f-7020a7258b68 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Named entity recognition and relation extraction: State-of-the-art,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 23fe1558-a07c-42da-b38c-ce60d1f1e9c5 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Towards extracting ethical concerns- related software requirements from app reviews,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4c335fd2-65b8-411d-b3a4-7291e473675e · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Nltk: the natural language toolkit,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b107304-c423-4057-9867-8fc4720dfdcb · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 18c48b26-ab93-43ba-bbae-a91216b87ce1 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b327f3e0-fcd2-4066-8db8-e320e0fd79a1 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework A Neural Conversational Model
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e7ff9a5-8bb5-41cd-84b2-187790e90955 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Bidirectional lstm-crf for named entity recognition
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5a89cccf-95b8-441f-9272-c94ad2140ae4 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Mobile feature-oriented knowl- edge base generation using knowledge graphs,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1ea82de0-ddf1-4d77-87dd-bef6bf790e35 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Stanza: A Python natural language processing toolkit for many human languages,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 422e700d-e183-4c34-8491-30b4389c6338 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Confidence estimation for attention-based sequence-to- sequence models for speech recognition,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7a48f8c4-9d4a-4e18-b419-a2a155f5ae66 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Why people hate your app: Making sense of user feedback in a mobile app store,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f74202d8-ce54-4312-8401-028850b17bfe · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework How should i improve the ui of my app? a study of user reviews of popular apps in the google play,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b1edea3d-c77d-489e-999b-4259296a4cf1 · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Ethical software requirements from user reviews: A systematic literature review
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8bfa784e-43be-40ab-b344-d6f2be3cf5bf · outbound
Towards Extracting Software Requirements from App Reviews using Seq2seq Framework Uncovering patterns in users’ ethical concerns about software,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.