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Paper Citation Record · LEDGER

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2507.00330.

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

pith.paper-citation-record.v1
2507.00330 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:24:43.789479Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

42 of 42 outbound references displayed

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  • verified fuzzy36
  • unresolved6
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80469a62-fb99-4389-ac7a-1990fcdcd026 · outbound

This paper cites GPT-4 Technical Report.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios GPT-4 Technical Report

Reference 1

Resolution
unresolved
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Source-reported events for the cited work

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Observation 55b8c9a6-acae-4dfb-88ae-39c028764584 · outbound

This paper cites In: Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f10f5a55-e464-480c-b960-7a4acb09cf97 · outbound

This paper cites In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (V olume 1: Long Papers)

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation ebc5e23f-bad2-44e4-84be-84de56a96528 · outbound

This paper cites In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 2: Short Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 2: Short Papers)

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 070fd984-f0eb-45b6-b923-1b98dc44be1d · outbound

This paper cites In: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (V olume 1: Long Papers)

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b3831cdd-c5f2-49f0-947f-639740f415f9 · outbound

This paper cites In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 1: Long Papers)

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 557c61dc-a602-452f-9969-3b3282dbfa34 · outbound

This paper cites In: International Conference on Machine Learning.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: International Conference on Machine Learning

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 33cd101c-04e6-4c16-b2fd-c01390ce1813 · outbound

This paper cites In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 1: Long Papers)

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c10f4ff6-ca46-4456-9b38-2fc443c38188 · outbound

This paper cites In: Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining

Reference 9

Resolution
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Source-reported events for the cited work

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Observation 2bb08e25-0036-409d-8078-ae84973132ec · outbound

This paper cites In: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (V olume 1: Long Papers)

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1c56c79c-9ffb-40e1-a001-7f4ddbeb1011 · outbound

This paper cites In: Evans, R.J., Shpitser, I.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Evans, R.J., Shpitser, I

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 8cbc6c5b-2dd6-42b5-a76b-fe9a86dc459d · outbound

This paper cites In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Reference 12

Resolution
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Observation aa156a02-c4a7-411f-9cdb-d908480c2559 · outbound

This paper cites In: Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval

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 2026-08-07T06:34:17.273281+00:00.

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Observation 6cd4964a-fd34-4f8f-9de1-6cb6c6dd13b7 · outbound

This paper cites In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 59th Annual Meeting of the ACL and the 11th IJCNLP (V olume 1: Long Papers)

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 0d8a5a39-c720-4e3a-ac51-a4f863c6af5a · outbound

This paper cites In: CCF International Conference on Natural Language Processing and Chinese Computing.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: CCF International Conference on Natural Language Processing and Chinese Computing

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 82e3bf38-08bd-4e1c-8a78-f98588ad262e · outbound

This paper cites an unresolved cited work.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios Unresolved cited work

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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This paper cites AI Open (2023).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios AI Open (2023)

Reference 17

Resolution
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Source-reported events for the cited work

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Observation 9502abbe-625c-4b22-9057-c73b4428c6b4 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 18

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d49d6d1b-5e72-46aa-9ee9-be8f186dce79 · outbound

This paper cites In: Proceedings of the 49th annual meeting of the association for computational linguistics: Human language technologies.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 49th annual meeting of the association for computational linguistics: Human language technologies

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 9d7467c3-b797-44ea-a99b-ddff7dcdde4a · outbound

This paper cites In: Proceedings of 5-th Berkeley Symposium on Mathematical Statistics and Probability/University of California Press (1967).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of 5-th Berkeley Symposium on Mathematical Statistics and Probability/University of California Press (1967)

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6c502f34-9a25-4c3f-b125-905afd64e7ee · outbound

This paper cites In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1a732d5c-a0e9-4727-914c-8d16be17703f · outbound

This paper cites In: Proceedings of the AAAI conference on artificial intelligence.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the AAAI conference on artificial intelligence

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation d17f1e6c-298d-425e-a302-e9aa1085bb59 · outbound

This paper cites In: International Conference on Applications of Natural Language to Information Systems.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: International Conference on Applications of Natural Language to Information Systems

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.135527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f5c4a7c7-1074-4180-8c70-58b6468bb371 · outbound

This paper cites In: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2002 (2002).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2002 (2002)

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.127666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b20aeed9-430e-4d9e-b581-8454cef22fbd · outbound

This paper cites In: Proceedings of the 42nd Meeting of the Association for Computational Linguistics (ACL), 2004 (2004).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 42nd Meeting of the Association for Computational Linguistics (ACL), 2004 (2004)

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.120454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e4f2f66c-b7af-4ad8-ac60-30fef2f4091e · outbound

This paper cites Journal of computational and applied mathematics 20, 53–65 (1987).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios Journal of computational and applied mathematics 20, 53–65 (1987)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.112642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4585ed00-1f0f-40f3-8bd2-16e058117f49 · outbound

This paper cites In: Proceedings of the 28th International Conference on Computational Linguistics.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 28th International Conference on Computational Linguistics

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.104963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7fdcd8b7-9c82-476a-a699-844da9af3e3a · outbound

This paper cites In: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main V olume.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main V olume

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.097649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation aaea31a2-3678-43d2-94e2-f8006c7dd581 · outbound

This paper cites In: Proceedings of the 2021 NAACL-HLT.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 2021 NAACL-HLT

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.090074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 31a4f0ca-6a78-4327-a6d8-753b83fe5239 · outbound

This paper cites In: Findings of the ACL: ACL 2022.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Findings of the ACL: ACL 2022

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.082749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bbfd0bfe-6325-4040-8583-72f18e574a1f · outbound

This paper cites In: International Conference on Learning Representations (2018).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: International Conference on Learning Representations (2018)

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.075061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f18fbc1b-327b-492d-b08b-3f823b879069 · outbound

This paper cites In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.066991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b07734c6-f1e2-434c-aeda-6c8cf9ec99cf · outbound

This paper cites In: Proceedings of the 2013 conference on empirical methods in natural language processing.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 2013 conference on empirical methods in natural language processing

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.059460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2ea6d7f7-9ec2-42de-b104-a8576be57fc4 · outbound

This paper cites Selective Annotation Makes Language Models Better Few-Shot Learners.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios Selective Annotation Makes Language Models Better Few-Shot Learners

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T21:24:43.767154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:24:43.767154Z digest=sha256:a7ca9ff627f1c8ec17bf6883526ee5766d31b9c715640010a8354fa96d6e9ad3

Observation 6ecec2eb-9897-49a9-8ccc-5a16c0bdb7b1 · outbound

This paper cites In: Proceedings of the 29th International Conference on Computational Linguistics.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 29th International Conference on Computational Linguistics

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.051653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.769799Z digest=sha256:6aefce7edaf07c76dd3f33086eb9e8ff7b8fe585446abb5962439ce896edf2dd

Observation 6687e28d-3d55-4f0c-a61b-61070aaa6f89 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.043207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.772411Z digest=sha256:d3e008e6dcc0162d882c86dcce8187b3ecd53c22540244033e02f1f98a18c3c4

Observation 4262c2b4-988c-4295-84cb-5a5f1d39e4de · outbound

This paper cites Transactions of the Association for Computational Linguistics 7, 625–641 (2019).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios Transactions of the Association for Computational Linguistics 7, 625–641 (2019)

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.033439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.775085Z digest=sha256:fba799a5578bbb827060096e44ebe97e0f59889369c4c7bfd691c75d72b37ece

Observation f45f38aa-120c-4d56-9165-9ab4c5d5dacd · outbound

This paper cites Chemometrics and intelligent laboratory systems 2(1-3), 37–52 (1987).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios Chemometrics and intelligent laboratory systems 2(1-3), 37–52 (1987)

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.025543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.777507Z digest=sha256:391134fd29ad83917f67c545971c2b2e882d7225dc65f8ac4519167773cbbf4d

Observation c40db833-dfc8-4627-ad06-bd84d8d11265 · outbound

This paper cites In: Proceedings of the 61st Annual Meeting of the ACL (V olume 1: Long Papers).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 61st Annual Meeting of the ACL (V olume 1: Long Papers)

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.017162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.780418Z digest=sha256:74aca50d16f503fd39895f03fb7a7ac0f087ad82488f895dc3a9ed8c7ffa57cd

Observation 25ca4ccd-49ee-4bff-9ce4-8d47b01beded · outbound

This paper cites In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:44.008358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.783126Z digest=sha256:a761824bff4365bc4f2a73e296558fb19998dd4c2c2522d2f6fbec222d48d4e2

Observation 026147df-6bb0-4391-a5ed-5b1eedb7333f · outbound

This paper cites In: International Conference on Learning Representations.

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios In: International Conference on Learning Representations

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:24:43.999585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:24:43.786989Z digest=sha256:748530c7c1e944d85054d5a724a45aa00b25fd2c067e94d3cb341301f3fce9e9

Observation 04df7688-a716-487c-8345-c552d2a7caac · outbound

This paper cites Advances in neural information processing systems 28 (2015).

Modeling Data Diversity for Joint Instance and Verbalizer Selection in Cold-Start Scenarios Advances in neural information processing systems 28 (2015)

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T21:24:43.789479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:24:43.789479Z digest=sha256:7ac4d006eeaaed48949a8496001c53686d8946e8040263aea6a1ea85a8f538d0

Pith citing papers

No inbound Pith citation observations are available.