Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:09:52.713495Z
Paper Citation Record · LEDGER
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification
As of 21 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2504.18884.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
Reference resolution
56 of 56 outbound references displayed
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- verified fuzzy35
- unresolved18
- parse uncertain3
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 9a7b2ee5-f4e1-42a5-8b1e-293dc3c1f0cc · outbound
This paper cites Whence consumer loyalty? Jour- nal of marketing, 63(4 suppl1):33–44, 1999.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Whence consumer loyalty? Jour- nal of marketing, 63(4 suppl1):33–44, 1999
Reference 1
- Resolution
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Source-reported events for the cited work
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Observation d86ee5ea-f944-4354-96ae-218e9b21f308 · outbound
This paper cites The customer relationship management process: Its measurement and impact on perfor- mance.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification The customer relationship management process: Its measurement and impact on perfor- mance
Reference 2
- Resolution
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Source-reported events for the cited work
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Observation 91591cdb-1783-4d1b-8448-4330236c3dfe · outbound
This paper cites Natural lan- guage processing in marketing.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Natural lan- guage processing in marketing
Reference 3
- Resolution
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Source-reported events for the cited work
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Observation 359a78a6-e772-4abc-a681-7effa7ea95aa · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 4
- Resolution
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Source-reported events for the cited work
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Observation 2fca1d4b-de17-4787-9c68-b70f76e0bc50 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 5
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8499b9ae-ec6d-4b6d-9d5b-a109e8da9e30 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 6
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5921e0e2-6090-45a4-af1b-3a588b888b48 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 7
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2e6f9acf-c799-4469-af4e-424429880c85 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 8
- Resolution
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Source-reported events for the cited work
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Observation 03c3de88-7108-4257-8b39-e0a9c69241bc · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 9
- Resolution
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Source-reported events for the cited work
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Observation d470662f-d7b2-46ad-b4b2-02ede7ae1fd4 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 10
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1587140a-ccd6-4b37-8f32-e40bccec5058 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 11
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dd58be5b-b9b1-44b4-9ab8-3c988b3e7a19 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 12
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bebaf26c-65c7-40dd-949c-1d162069fe70 · outbound
This paper cites Bold metric indicates that the model performs better than all references while cell shading represents the highest performance.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Bold metric indicates that the model performs better than all references while cell shading represents the highest performance
Reference 13
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 947f15dd-6157-4c94-a55c-f91b63246922 · outbound
This paper cites an unresolved cited work.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work
Reference 14
- Resolution
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Source-reported events for the cited work
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Observation 0f7e05c3-d6ab-47cf-8558-3c4168cd5581 · outbound
This paper cites The effect of word of mouth on sales: Online book reviews.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification The effect of word of mouth on sales: Online book reviews
Reference 15
- Resolution
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Source-reported events for the cited work
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Observation 013e3fe8-0aa4-423a-92fd-c8807a8f8083 · outbound
This paper cites Managing marketing decision-making with senti- ment analysis: An evaluation of the main prod- uct features using text data mining.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Managing marketing decision-making with senti- ment analysis: An evaluation of the main prod- uct features using text data mining
Reference 16
- Resolution
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Source-reported events for the cited work
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Observation 72eec7c9-430e-4e1b-9ac4-386c2a37141c · outbound
This paper cites Ex- tra: Extracting prominent review aspects from cus- tomer feedback.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Ex- tra: Extracting prominent review aspects from cus- tomer feedback
Reference 17
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f1e129d5-7b08-44c1-bc52-6aa59a391cf2 · outbound
This paper cites An empirical examination of the impact of ewom information on young con- sumers’ online purchase intention: Mediating role of ewom information adoption.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification An empirical examination of the impact of ewom information on young con- sumers’ online purchase intention: Mediating role of ewom information adoption
Reference 18
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 62eec849-f224-4620-8264-987d510dde6d · outbound
This paper cites A BERT- Based Multi-Criteria Recommender System for Hotel Promotion Management.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification A BERT- Based Multi-Criteria Recommender System for Hotel Promotion Management
Reference 19
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1233ec9c-914a-4904-a1ff-4375589909f6 · outbound
This paper cites An mturk crisis? shifts in data quality and the impact on study results.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification An mturk crisis? shifts in data quality and the impact on study results
Reference 20
- Resolution
- verified fuzzy
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Source-reported events for the cited work
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Observation edd03c4e-c52d-4c55-87c3-e08cd48d9874 · outbound
This paper cites Data quality in online human-subjects research: Comparisons between mturk, prolific, cloudresearch, qualtrics, and sona.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Data quality in online human-subjects research: Comparisons between mturk, prolific, cloudresearch, qualtrics, and sona
Reference 21
- Resolution
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Source-reported events for the cited work
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Observation 5eb9cfc5-294d-412c-9c91-ebe5c39c2d3b · outbound
This paper cites Is GPT-3 a good data annotator? In Proceedings of the 61st Annual Meeting of the Association for Compu- tational Linguistics (Volume 1: Long Papers), pages 11173–11195.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Is GPT-3 a good data annotator? In Proceedings of the 61st Annual Meeting of the Association for Compu- tational Linguistics (Volume 1: Long Papers), pages 11173–11195
Reference 22
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1afbee65-0ccf-4b56-a645-7cf0521aa312 · outbound
This paper cites Chatgpt outperforms crowd workers for text-annotation tasks.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Chatgpt outperforms crowd workers for text-annotation tasks
Reference 23
- Resolution
- verified fuzzy
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Source-reported events for the cited work
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Observation b7b2e478-6219-469a-b9cc-34ac343ac7e8 · outbound
This paper cites Automated Annotation with Generative AI Requires Validation.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Automated Annotation with Generative AI Requires Validation
Reference 24
- Resolution
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Source-reported events for the cited work
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Observation f3167b16-2e16-4638-a569-e8452de56003 · outbound
This paper cites Vader: A parsi- monious rule-based model for sentiment analysis of social media text.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Vader: A parsi- monious rule-based model for sentiment analysis of social media text
Reference 25
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c4543061-43ac-4a29-b0bf-ca6f0accfe77 · outbound
This paper cites Seeing the wood for the trees: How machine learning can help firms in iden- tifying relevant electronic word-of-mouth in social media.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Seeing the wood for the trees: How machine learning can help firms in iden- tifying relevant electronic word-of-mouth in social media
Reference 26
- Resolution
- verified fuzzy
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Source-reported events for the cited work
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Observation 6af2b681-ea12-4474-a5d5-c7181cc99a16 · outbound
This paper cites Exploring ewom in online customer reviews: Sen- timent analysis at a fine-grained level.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Exploring ewom in online customer reviews: Sen- timent analysis at a fine-grained level
Reference 27
- Resolution
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Source-reported events for the cited work
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Observation 9258fa04-741c-4b9b-861b-4aa4f8c57417 · outbound
This paper cites Deep learn- ing for sentiment analysis: A survey.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Deep learn- ing for sentiment analysis: A survey
Reference 28
- Resolution
- verified fuzzy
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Source-reported events for the cited work
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Observation 8789e2b4-4279-4e8f-8c2e-660050ae4622 · outbound
This paper cites Deep Learning for Aspect-Based Senti- ment Analysis: A Comparative Review.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Deep Learning for Aspect-Based Senti- ment Analysis: A Comparative Review
Reference 29
- Resolution
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Source-reported events for the cited work
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Observation ed3d1cb8-73a2-4dc2-9a20-caf707744ce8 · outbound
This paper cites Sentiment analysis in the age of generative ai.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Sentiment analysis in the age of generative ai
Reference 30
- Resolution
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Observation 00520826-79bc-4bfd-b944-be97172b89af · outbound
This paper cites Neural net- work ensembles.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Neural net- work ensembles
Reference 32
- Resolution
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Source-reported events for the cited work
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Observation 24382177-d4f4-4bd6-967b-e8c2d1f90713 · outbound
This paper cites Ensemble methods in ma- chine learning.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Ensemble methods in ma- chine learning
Reference 33
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1636b31a-3933-4194-816f-575ced363de4 · outbound
This paper cites Ensemble based systems in deci- sion making.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Ensemble based systems in deci- sion making
Reference 34
- Resolution
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Source-reported events for the cited work
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Observation 811e3462-d388-47e2-a438-8b52cac9bcb8 · outbound
This paper cites A survey on ensemble learning.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification A survey on ensemble learning
Reference 35
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6edc6484-809d-4cdb-9bb8-16e0b1546ddf · outbound
This paper cites A survey of hi- erarchical classification across different application domains.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification A survey of hi- erarchical classification across different application domains
Reference 36
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2c578e1b-f6c4-4a29-bac5-e1281c1bb0da · outbound
This paper cites Ensemble methods: foundations and algorithms.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Ensemble methods: foundations and algorithms
Reference 37
- Resolution
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Source-reported events for the cited work
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Observation 3ca423b2-f2b4-4cba-a53d-278bd5d17eb4 · outbound
This paper cites Dynamic Sentiment Analysis with Local Large Language Models using Majority Voting: A Study on Factors Affecting Restaurant Evaluation.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Dynamic Sentiment Analysis with Local Large Language Models using Majority Voting: A Study on Factors Affecting Restaurant Evaluation
Reference 38
- Resolution
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Observation 5a416fce-e53e-4f21-b736-e8e82664956f · outbound
This paper cites Designing heterogeneous llm agents for financial sentiment analysis.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Designing heterogeneous llm agents for financial sentiment analysis
Reference 39
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10863ed1-12d8-40b8-8ba0-0ec2f505e596 · outbound
This paper cites Ensemble learning for heterogeneous large language models with deep parallel collaboration.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Ensemble learning for heterogeneous large language models with deep parallel collaboration
Reference 40
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 206e1a38-0ee6-46ba-a613-03e94f39e66e · outbound
This paper cites The Llama 3 Herd of Models.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification The Llama 3 Herd of Models
Reference 41
- Resolution
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Source-reported events for the cited work
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Observation 7bab05a8-543e-4929-be14-2a8eb33fea07 · outbound
This paper cites Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, An- drew M.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, An- drew M
Reference 42
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 87d32b05-86b2-4748-bd68-9e0e1e2fdfc8 · outbound
This paper cites Deep re- inforcement learning from human preferences.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Deep re- inforcement learning from human preferences
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:09:52.968711Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0ef41192-fb9e-4c56-b2bd-f7e313ec4bfb · outbound
This paper cites Gerganov.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Gerganov
Reference 44
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bc958af6-1e99-4432-a718-bcef7a14d1a4 · outbound
This paper cites Yelp Open Dataset, An all-purpose dataset for learning.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Yelp Open Dataset, An all-purpose dataset for learning
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:09:52.942619Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 539ed4a3-1a89-4871-97cb-ffe3d27ffbfe · outbound
This paper cites Sentiment classification and aspect-based sentiment analysis on yelp reviews using deep learning and word embeddings.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Sentiment classification and aspect-based sentiment analysis on yelp reviews using deep learning and word embeddings
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:09:52.930299Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9798ab48-69cb-45e3-b8ea-07ec681bcfd6 · outbound
This paper cites Yelp Dataset Challenge: Review Rating Prediction.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Yelp Dataset Challenge: Review Rating Prediction
Reference 47
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 631bb95f-bb0b-4f86-8f10-6e78f6bf7a3a · outbound
This paper cites Yelp Review Rating Prediction: Machine Learning and Deep Learning Models.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Yelp Review Rating Prediction: Machine Learning and Deep Learning Models
Reference 48
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7b2dc4b-d6aa-4984-967a-7fdd6c5d8d16 · outbound
This paper cites Seriema: A framework to enhance clustering stability, compactness, and separation by fusing multimodal data.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Seriema: A framework to enhance clustering stability, compactness, and separation by fusing multimodal data
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:09:52.918248Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f0ec1ef6-2aae-42f9-ab2e-0b001a199269 · outbound
This paper cites tiktoken: a fast BPE to- keniser for use with OpenAI’s models.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification tiktoken: a fast BPE to- keniser for use with OpenAI’s models
Reference 50
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2d496324-e261-44fa-8a04-226ea8f758a3 · outbound
This paper cites BERT: Pre-training of deep bidirectional transformers for language understand- ing.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification BERT: Pre-training of deep bidirectional transformers for language understand- ing
Reference 51
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation afff1f19-5934-423c-ad53-4f8023aeb011 · outbound
This paper cites Senti- ment analysis of text based on bidirectional lstm with multi-head attention.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Senti- ment analysis of text based on bidirectional lstm with multi-head attention
Reference 52
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5e43fe34-d2e3-4dc5-afdd-4c9790df517b · outbound
This paper cites Impact of convolu- tional neural network and fasttext embedding on text classification.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Impact of convolu- tional neural network and fasttext embedding on text classification
Reference 53
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 662f5ada-4d26-4d16-a78c-2e975e159e6f · outbound
This paper cites Efficient Estimation of Word Representations in Vector Space.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Efficient Estimation of Word Representations in Vector Space
Reference 54
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6179ac6-82d4-49bc-974d-f84e99a2b168 · outbound
This paper cites Bag of tricks for efficient text classification.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Bag of tricks for efficient text classification
Reference 55
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation abaf8cfb-0f3e-4d87-b648-858e0dc04820 · outbound
This paper cites CodeGen2: Lessons for Training LLMs on Programming and Natural Languages.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification CodeGen2: Lessons for Training LLMs on Programming and Natural Languages
Reference 56
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54fa9fb8-caef-4833-b21e-fd43d50fab53 · outbound
This paper cites An Improved Text Sentiment Classification Model Using TF-IDF and Next Word Negation.
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification An Improved Text Sentiment Classification Model Using TF-IDF and Next Word Negation
Reference 57
- Resolution
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Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.