Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:15:57.128483Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:2506.22098.
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 2026-08-06T22:15:57.128483Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
76 of 76 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 15540dd5-d335-4b99-9c47-0432d13e1895 · outbound
Involvement drives complexity of language in online debates The Cambridge encyclopedia of the English language
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 30480fbc-d162-480e-b467-d9c630f600fd · outbound
Involvement drives complexity of language in online debates Language contact, creolization, and genetic linguistics
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 743e1121-1313-4133-a2ae-966b9204037d · outbound
Involvement drives complexity of language in online debates Mediatization and sociolinguistic change, volume 36
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 10800ee2-2ddd-422a-b857-874e3823de23 · outbound
Involvement drives complexity of language in online debates Evaluating the effect of viral posts on social media engagement
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fcf8749a-5c6c-4c2d-91c4-6ef3557c4383 · outbound
Involvement drives complexity of language in online debates Filter bubbles, echo chambers, and online news consumption
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d045140b-b740-4a77-8eef-aed85f81383a · outbound
Involvement drives complexity of language in online debates The echo chamber effect on social media
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 94bfccd3-30df-4198-9ac9-60fd79543ad1 · outbound
Involvement drives complexity of language in online debates Like-minded sources on facebook are prevalent but not polarizing
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f26b58e-e79d-4d78-a9de-0e6213de81a7 · outbound
Involvement drives complexity of language in online debates Social media, political polarization, and political disinformation: A review of the scientific literature
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d10dce2e-c298-49e4-a2bb-fb5dbb98a696 · outbound
Involvement drives complexity of language in online debates Growing polarization around climate change on social media
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7056a3c3-d757-42f3-84dc-11d575357595 · outbound
Involvement drives complexity of language in online debates Se l’uomo non basta: Speranze e timori nell’uso della tecnologia contro Covid-19
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d556671-f583-4ad5-857e-609511bb2514 · outbound
Involvement drives complexity of language in online debates Eugene Stanley, and Walter Quattrociocchi
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ff3377f-254b-41bf-a935-cd07aebdb68f · outbound
Involvement drives complexity of language in online debates Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 16ed21f9-127b-4ec2-8a49-f29ed5428e67 · outbound
Involvement drives complexity of language in online debates Internet, social media and online hate speech
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9298dc6f-ed81-4a6d-a268-149b4e57e3ef · outbound
Involvement drives complexity of language in online debates Online hate speech
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dfd0ee3f-343b-48af-bad8-0ef371d91cf2 · outbound
Involvement drives complexity of language in online debates A large-scale behavioural analysis of bots and humans on twitter
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c2982a2a-c945-4bd5-b08a-cbfd632639e6 · outbound
Involvement drives complexity of language in online debates Persistent interaction patterns across social media platforms and over time
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dda595a4-7794-4a14-ab35-4ce7538e5475 · outbound
Involvement drives complexity of language in online debates Ideological Fragmentation of the Social Media Ecosystem: From echo chambers to echo platforms
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5950221-0cf2-4a4a-9e08-6689c8ae0bfe · outbound
Involvement drives complexity of language in online debates Sentiment analysis with nlp on twitter data
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2bc49725-5ec9-46f2-a211-06bd7f06f3c7 · outbound
Involvement drives complexity of language in online debates Covid-twitter-bert: A natural language processing model to analyse covid-19 content on twitter
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cb089dae-12f3-451c-97cf-e0c012f117f2 · outbound
Involvement drives complexity of language in online debates Inference of social media opinion trends in 2022 italian elections
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4e583902-53bc-41ab-96f3-17823552ac48 · outbound
Involvement drives complexity of language in online debates Using the president’s tweets to understand political diversion in the age of social media
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 49203e60-7a0f-453c-8780-5daaa0dbf0de · outbound
Involvement drives complexity of language in online debates Twitter as arena for the authentic outsider: exploring the social media campaigns of trump and clinton in the 2016 us presidential election
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 85687243-bf26-4724-ba6f-1e91ef60095e · outbound
Involvement drives complexity of language in online debates Use of sentiment analysis for capturing patient experience from free-text comments posted online
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f27ca435-4857-44d7-82e9-97730e80a9da · outbound
Involvement drives complexity of language in online debates Sentiment analysis of comment texts based on bilstm
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5bae79ed-b21e-43a0-91be-0a4fedb72ef0 · outbound
Involvement drives complexity of language in online debates Sentiment analysis of comments in social media
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb9bf5c2-e27c-4e85-b802-c242a510b0bb · outbound
Involvement drives complexity of language in online debates Inferring latent user properties from texts published in social media
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6c4de62-7082-41c3-9863-124822d29fe1 · outbound
Involvement drives complexity of language in online debates Evolution of the most common english words and phrases over the centuries
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ecd414af-1ea5-4e60-8745-b2710a89a33e · outbound
Involvement drives complexity of language in online debates Measurement of the size of general english vocabulary through the elementary grades and high school
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation df5c8f49-1853-4189-85e2-4e7b91719491 · outbound
Involvement drives complexity of language in online debates Breadth of vocabulary and advanced english study: An empirical investigation
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1f3c829e-cf8b-4a91-8847-c3a323cb0042 · outbound
Involvement drives complexity of language in online debates V ocabulary size revisited: the link between vocabulary size and academic achievement
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dacee7b5-2db7-46c7-86cd-f99177e3f3f7 · outbound
Involvement drives complexity of language in online debates Always on: Language in an online and mobile world
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bd466243-ff04-444e-a920-66fbb250d994 · outbound
Involvement drives complexity of language in online debates Because internet: Understanding the new rules of language
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c0f44913-3816-44a3-852e-55df734617db · outbound
Involvement drives complexity of language in online debates Discourse of Twitter and social media
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 387b57b8-a763-4ef0-8b22-5a86656ffa31 · outbound
Involvement drives complexity of language in online debates Words onscreen: The fate of reading in a digital world
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 59594a14-9759-41b3-84b5-fb9f1b55a64a · outbound
Involvement drives complexity of language in online debates Di Marco, Edoardo Loru, Anita Bonetti, Alessandra Olga Grazia Serra, Matteo Cinelli, and Walter Quattro- ciocchi
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a6e5a9fd-f453-4d82-91a8-87492903c8c0 · outbound
Involvement drives complexity of language in online debates Highly engaging events reveal semantic and temporal compression in online community discourse
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 760e2585-886e-45fd-bec1-0ab77eb61b81 · outbound
Involvement drives complexity of language in online debates Song lyrics have become simpler and more repetitive over the last five decades
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e071f6b9-227d-4162-9a2c-d01c1e2d2650 · outbound
Involvement drives complexity of language in online debates Decoding Musical Evolution Through Network Science
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 31990063-d71f-4cc1-a424-078675431bb3 · outbound
Involvement drives complexity of language in online debates Who sets the agenda on social media? ideology and polarization in online debates
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80cb7ef8-619f-4122-a0e8-f5b15486256c · outbound
Involvement drives complexity of language in online debates Tweets in time of conflict: A public dataset tracking the twitter discourse on the war between Ukraine and Russia
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d2912eeb-2fff-41d8-8d7e-40277701ec30 · outbound
Involvement drives complexity of language in online debates quanteda: An r package for the quantitative analysis of textual data
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb574a15-613e-4cf8-9900-b92b193ac22f · outbound
Involvement drives complexity of language in online debates Republicans are flagged more often than democrats for sharing misinformation on x’s community notes
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ef067a0-98d2-432a-9200-0cff6c0fb5ac · outbound
Involvement drives complexity of language in online debates Chatgpt outperforms crowd workers for text-annotation tasks
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fba13313-3f48-4d63-8344-ebff654880f0 · outbound
Involvement drives complexity of language in online debates Predicting the topical stance and political leaning of media using tweets
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb76de9d-4982-41aa-b60c-5aa72ad00ca5 · outbound
Involvement drives complexity of language in online debates Political polarization of news media and influencers on twitter in the 2016 and 2020 us presidential elections
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation af075d83-531f-4bbb-916c-fbd2a9ac2e06 · outbound
Involvement drives complexity of language in online debates TweetEval: Unified Benchmark and Comparative Evaluation for Tweet Classification
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fe4d75a-e3a8-4564-a89f-ebc3a0f107de · outbound
Involvement drives complexity of language in online debates RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 280f7123-518e-42dd-b09c-c28db97ea60d · outbound
Involvement drives complexity of language in online debates Xlm-roberta based sentiment analysis of tweets on metaverse and 6g
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 199e10f0-7caa-4ffc-a8f4-988b1cf36dda · outbound
Involvement drives complexity of language in online debates Sentiment analysis in tweets: an assessment study from classical to modern word representation models
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7df8b606-0c2c-4192-9994-5069853080ed · outbound
Involvement drives complexity of language in online debates Analyzing sentiments: A comprehensive study of roberta-based sentiment analysis on twitters
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4d051f92-d4d7-437a-be76-54404b64d0e0 · outbound
Involvement drives complexity of language in online debates Transformer models for recognizing abusive language an investigation and review on tweeteval and solid dataset
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9e0c3fc2-2461-4c8e-a5aa-556eb0110853 · outbound
Involvement drives complexity of language in online debates Roberta-lstm: a hybrid model for sentiment analysis with transformer and recurrent neural network
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f55328d-bd60-46a2-ad9e-2e6cec62f0d2 · outbound
Involvement drives complexity of language in online debates BERTweet: A pre-trained language model for English Tweets
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea945bb0-3545-4b41-bdab-dacc2427b286 · outbound
Involvement drives complexity of language in online debates TweetEval: Unified benchmark and comparative evaluation for tweet classification
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a272e98-06d2-4f71-a5e5-868553167145 · outbound
Involvement drives complexity of language in online debates A machine learning approach to identify toxic language in the online space
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 20177a5e-0dce-42b0-a2f8-a8d547a57bf4 · outbound
Involvement drives complexity of language in online debates UHH-LT at SemEval-2020 Task 12: Fine-Tuning of Pre-Trained Transformer Networks for Offensive Language Detection
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1ecae261-c9ef-4c42-9cb3-a1c3614b7961 · outbound
Involvement drives complexity of language in online debates TimeLMs: Diachronic language models from Twitter
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4b5479f8-24c7-4e3f-ad12-c8e1b24e0303 · outbound
Involvement drives complexity of language in online debates BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be3cf4aa-948d-4a3d-9bfc-3b71b50f92ea · outbound
Involvement drives complexity of language in online debates Density-based clustering validation
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d290a086-6fc1-4368-a900-2ddae99f3e93 · outbound
Involvement drives complexity of language in online debates Indicators of text complexity
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 28270f23-6a99-4ef0-bb83-1a5f6bf86e36 · outbound
Involvement drives complexity of language in online debates The psycho-biology of language: An introduction to dynamic philology
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3dd3af5f-c535-4d0e-842e-0427f93c5266 · outbound
Involvement drives complexity of language in online debates Computational constancy measures of texts—yule’s k and rényi’s entropy
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1c466aa3-324d-4e3a-ac19-3d8621307900 · outbound
Involvement drives complexity of language in online debates On measures of entropy and information
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1007877f-f17b-4416-9ef9-1c5eb171a3cc · outbound
Involvement drives complexity of language in online debates Vocabulaire et stylistique, volume 8
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dd2a460e-5037-4df2-a0d2-a447db2c91be · outbound
Involvement drives complexity of language in online debates How variable may a constant be? measures of lexical richness in perspective
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 18e561ef-c791-4d7c-a276-05d3abec6fe5 · outbound
Involvement drives complexity of language in online debates The statistical study of literary vocabulary
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4aa97fa4-fbe0-41b3-a404-66fb829f7c85 · outbound
Involvement drives complexity of language in online debates Highly engaging events reveal semantic and temporal compression in online community discourse
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c79041fc-3077-4199-9968-e6f8d5833681 · outbound
Involvement drives complexity of language in online debates Trade liberalization and revealed comparative advantage
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93287ef3-5be8-41c0-bee9-91301c479303 · outbound
Involvement drives complexity of language in online debates Inferring monopartite projections of bipartite networks: an entropy-based approach
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ceed552-1061-4a53-89df-cbe6176fc576 · outbound
Involvement drives complexity of language in online debates The statistical physics of real-world networks
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5dc6fd60-59c5-4833-ac73-a1154853faa9 · outbound
Involvement drives complexity of language in online debates Controlling the false discovery rate: A practical and powerful approach to multiple testing
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 08d69a5e-6ca4-4198-8729-d65c16f307ba · outbound
Involvement drives complexity of language in online debates Fast and scalable likelihood maximization for exponential random graph models with local constraints
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19779d01-f198-462f-9257-f401b7da0473 · outbound
Involvement drives complexity of language in online debates Hagberg, Daniel A
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a6c91c7f-3812-4176-9a0b-51ffe0da52b6 · outbound
Involvement drives complexity of language in online debates Gephi: An open source software for exploring and manipulating networks
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f95c6647-7c87-43ea-a4ec-94d90a0ce8e9 · outbound
Involvement drives complexity of language in online debates L” (Left), combining “left
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4a0086fd-4740-4fa7-b0ac-2c2b9271029e · outbound
Involvement drives complexity of language in online debates Unresolved cited work
Reference 1995
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.