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Paper Citation Record · LEDGER

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

As of 14 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 8 inbound Pith citation observations for arXiv:2412.05816.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.05816 v1

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:21:53.432366Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:51:12.832969Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:22:26.596199Z

Reference resolution

8 of 8 outbound references displayed

  • verified exact1
  • verified fuzzy6
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b82846d2-b021-4690-848b-4d095f54f739 · outbound

This paper cites Aspect -based sentiment analysis using bert[C]//Proceedings of the 22nd nordic conference on computational linguistics.

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction Aspect -based sentiment analysis using bert[C]//Proceedings of the 22nd nordic conference on computational linguistics

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:21:53.567123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.399634Z digest=sha256:e90c381364f1aa3d85410eb218d6cf008b36e06b96be1ff3d4b93400779aa8dd

Observation 7cb8b4a6-ff78-4df5-82c7-1ca847f07e64 · outbound

This paper cites BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis.

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T20:21:53.406228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:21:53.406228Z digest=sha256:3bc2f5609aade3a2fca1c64c5540d9876086f0b0d2bdd9ac63b2d588cfdbfa29

Observation 3c32e737-dad2-482e-b94d-79aaaa897352 · outbound

This paper cites Exploiting BERT for End-to-End Aspect-based Sentiment Analysis.

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction Exploiting BERT for End-to-End Aspect-based Sentiment Analysis

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-11T20:21:53.475655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.410971Z digest=sha256:e61d719fd40bee2e29400456ac59a5a0f87b22f5ef91515372eb4050b2292946

Observation 3ca413f5-f63a-4360-8bf4-67090f567f1c · outbound

This paper cites Sentiment analysis on the impact of coronavirus in social life using the BERT model[J].

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction Sentiment analysis on the impact of coronavirus in social life using the BERT model[J]

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:21:53.550592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.415360Z digest=sha256:2ea23fcdf2b28af7f4b8daa3c20849f6f2e2fe12209cb6e5fcc23b02a29689e3

Observation 34db8ae4-46ba-44ff-8c55-f5ff7603b15b · outbound

This paper cites Enhanced sentiment analysis based on improved word embeddings and XGboost[J].

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction Enhanced sentiment analysis based on improved word embeddings and XGboost[J]

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:21:53.539991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.420536Z digest=sha256:8faedcf11a90fc0f6d369eb8455bdf70b674b450e3d56f095a9e187eeb4ecbef

Observation 544574d9-73e0-43ad-aaee-fe2a723adb92 · outbound

This paper cites SentiXGboost: enhanced sentiment analysis in social media posts with ensemble XGBoost classifier[J].

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction SentiXGboost: enhanced sentiment analysis in social media posts with ensemble XGBoost classifier[J]

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:21:53.528838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.425087Z digest=sha256:896c53ee1d80d5c095833641d75a8558698e6157aa0f9073d85ae6365a7d928a

Observation d00d51be-49fb-4e03-a6e9-78b65205c6da · outbound

This paper cites Multimodal sentiment analysis leveraging the strength of deep neural networks enhanced by the XGBoost classifier[J].

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction Multimodal sentiment analysis leveraging the strength of deep neural networks enhanced by the XGBoost classifier[J]

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:21:53.517976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.429025Z digest=sha256:3b4052c12dbb5282682265f8b3aa5642c94311d38f6170d64cc89291841a0285

Observation e638bfc4-84ee-4204-b94f-863bd16c4d22 · outbound

This paper cites BERT: A sentiment analysis odyssey[J].

Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction BERT: A sentiment analysis odyssey[J]

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:21:53.505866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T20:21:53.432366Z digest=sha256:d51b979f87174292e91b72224a1bfbf888b1b44116e79fbfb0738629e76936fe

Pith citing papers

Observation b04f2ded-ceda-4f24-aaaf-aaec58e21aab · inbound

LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion cites this paper.

LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:12.832969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:51:12.832969Z digest=sha256:f69910834966c5836e83f98649b951767acb41d9aa71f79436bab56739928050

Observation 3b70e514-bbde-4d76-a001-bbb790866ba6 · inbound

Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks cites this paper.

Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T10:16:52.386530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:16:52.386530Z digest=sha256:d35e5c0ea6b8c1ea40ff752ad1ff8a0dc9a55456d63bf0b744117ea7c517626e

Observation 95d3f13a-4935-49b1-bccb-1e513315f71a · inbound

Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models cites this paper.

Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T12:04:55.538549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:04:55.538549Z digest=sha256:5f98e34bb41b6415c807cd2dff995ced1f4c74579238cd5f99b5ae96bad33e9d

Observation abdd9742-1c28-4747-9954-bd484892ab93 · inbound

Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems cites this paper.

Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T04:13:29.143067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:13:29.143067Z digest=sha256:2b15f1e1f9f0ccd497562137e6dee4b277d607a4441ef8f9aef00de89f8e8ccc

Observation 61c0d3a5-3433-4df2-8e46-152e56688b9b · inbound

Analysis of Anonymous User Interaction Relationships and Prediction of Advertising Feedback Based on Graph Neural Network cites this paper.

Analysis of Anonymous User Interaction Relationships and Prediction of Advertising Feedback Based on Graph Neural Network Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T04:55:12.209228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:55:12.209228Z digest=sha256:40c73d34309bf276105a383c1862810b10ff3b2e37bef8ec1736757033b3c1e0

Observation eb12dfa7-9d59-47c4-badb-8c0c4e57f809 · inbound

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems cites this paper.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T23:34:55.938609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:34:55.938609Z digest=sha256:20d675c740d9c6f55418360954f2bc1958060e975eb715d728616daf7511069d

Observation d009e803-9aa4-41d6-9ce4-0e488f91b23f · inbound

Research on Low-Latency Inference and Training Efficiency Optimization for Graph Neural Network and Large Language Model-Based Recommendation Systems cites this paper.

Research on Low-Latency Inference and Training Efficiency Optimization for Graph Neural Network and Large Language Model-Based Recommendation Systems Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T23:34:15.195990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:34:15.195990Z digest=sha256:a1b4afce22623dfca57b3848cd63754a11b0c2a5f725b61e1c75550f556db167

Observation 47a1d69f-9921-4df8-ba9f-db0e7472481e · inbound

LLM-Augmented Symptom Analysis for Cardiovascular Disease Risk Prediction: A Clinical NLP cites this paper.

LLM-Augmented Symptom Analysis for Cardiovascular Disease Risk Prediction: A Clinical NLP Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:22:26.661803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T17:22:26.205321Z digest=sha256:e40a937006cced120dd753eeb9ee3fcc50238d6a20407c10c8417466e41fe916