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Paper Citation Record · LEDGER

A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification

As of 23 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.

pith.paper-citation-record.v1
2504.18884 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:09:52.713495Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

56 of 56 outbound references displayed

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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

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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

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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

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Observation 359a78a6-e772-4abc-a681-7effa7ea95aa · outbound

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 4

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Observation 2fca1d4b-de17-4787-9c68-b70f76e0bc50 · outbound

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 5

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Observation 8499b9ae-ec6d-4b6d-9d5b-a109e8da9e30 · outbound

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 6

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Observation 5921e0e2-6090-45a4-af1b-3a588b888b48 · outbound

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 7

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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

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Observation 03c3de88-7108-4257-8b39-e0a9c69241bc · outbound

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 9

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 10

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 11

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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

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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

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Observation 947f15dd-6157-4c94-a55c-f91b63246922 · outbound

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Unresolved cited work

Reference 14

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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

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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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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

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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

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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

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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
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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

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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

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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

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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

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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

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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
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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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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

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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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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

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Neural net- work ensembles

Reference 32

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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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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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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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.623222Z digest=sha256:1c062fb8ebf25cdd691e149d56cc8e90414d163e940b12ed5ae1395897d3d4db

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

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verified fuzzy
raw_fallback, observed 2026-08-16T10:09:53.028588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.627125Z digest=sha256:2a71b51d5d51c8f611f7698de243d3fe89e4757670ac80ed5336eb6d4a25f8b4

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
verified fuzzy
raw_fallback, observed 2026-08-16T10:09:53.015756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.631540Z digest=sha256:8b6cc38936830c82a9ae8de57174dbc5b61fd791bef462136270d9b05720ba3b

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

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no resolver link, observed 2026-08-16T10:09:52.635961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.635961Z digest=sha256:b98d09ac9ca61f51eba091926f92ef6a67641514d7a7229dd2b2255022471fcd

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.639922Z digest=sha256:2ece94c36e70457de6c0e8982f0c5fd9fb9596dbf513e0ee5512cce837e39469

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
raw_fallback, observed 2026-08-16T10:09:52.993778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.643725Z digest=sha256:24a2d826ecc4f405ae4ddeb72558f300b4341a40715567425e6daa5dfe1255c7

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

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.647759Z digest=sha256:f31f7b9485ef79fc6b951ea25bd2026e71797933488559af9ddeb5925c5b2b5b

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
raw_fallback, observed 2026-08-16T10:09:52.981936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

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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
raw_fallback, observed 2026-08-16T10:09:52.954945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.665263Z digest=sha256:fecfa3f105967c17706faa6923e854d30494a1cb75c5331d38f89480fcabefed

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.669039Z digest=sha256:0b9a712e2233ccdc1fb491930c12cf629f79155efecc3fe42b14652f30ca210f

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.

source=pdf_text observed=2026-08-16T10:09:52.674037Z digest=sha256:d7c16eb142b24200542d77d1e449f632b442d92af6f1fba4fd9f620f0db6cef2

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.679220Z digest=sha256:d0880cdc92f4e0096f9e76622cc26ec0bbce3f1cbeaa19e3b46377369b76e56e

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.684245Z digest=sha256:29fcb8f8ba0ee44964c57761f5683349ebe34995806b2d9f8f624e5038ce0874

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

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verified fuzzy
raw_fallback, observed 2026-08-16T10:09:52.905311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.687837Z digest=sha256:3cc1e454400a46ffaf26d72a6aaecbb893c669675ee85c6fd597410e907fb7fd

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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verified fuzzy
raw_fallback, observed 2026-08-16T10:09:52.891251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.691676Z digest=sha256:9e4906c6dd65c7d86bc8af4c6844763a15e0e9762ecbbdc6f8e589fbdb0babde

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
verified fuzzy
raw_fallback, observed 2026-08-16T10:09:52.877524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.695226Z digest=sha256:e915a0906a62d3dabdde6e27341a23662ad9dd7b60b200365a4938db6e16947e

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
verified fuzzy
raw_fallback, observed 2026-08-16T10:09:52.864406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.698980Z digest=sha256:ad0dbdb1a36bd673dcc0a544984fea7768c7b7647dcc6c3d7bf13d57ebaebc62

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
unresolved
no resolver link, observed 2026-08-16T10:09:52.702464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.702464Z digest=sha256:493874d22c37906c7e9e190e20cc5a714b7ee27519938258ff09ec95ad4ddd43

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
raw_fallback, observed 2026-08-16T10:09:52.850281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:09:52.705867Z digest=sha256:80c42ad44284acbe4d63553494c518b204bdadd3d1aa38f33299ef949e94344c

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
unresolved
no resolver link, observed 2026-08-16T10:09:52.709414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.709414Z digest=sha256:dd23676d1a9736868e81d30841521e45960fd7d143e8d3e6a2fedd3e481b411b

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

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unresolved
no resolver link, observed 2026-08-16T10:09:52.713495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:09:52.713495Z digest=sha256:f4fb8940f7d704c05118df08337dea4ac0dc9b5dfbfb824c374718291ed49f3b

Pith citing papers

No inbound Pith citation observations are available.