Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:42:37.163440Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2501.07727.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:42:37.163440Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a7f94e48-64b9-4f2f-9786-7db2d93b955f · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks URL https://huggingface.co/datasets/defunct-datasets/ amazon_us_reviews/tree/main
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5486cbb7-600d-4ee9-b9ee-96e146edc6c3 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Antunes and S
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cba1313b-c2c9-427c-a1d5-82fe1e3d8ca0 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Snorkel drybell: A case study in deploying weak supervision at industrial scale
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 770e3d34-145a-493b-9678-59165b38360e · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks SciBERT: A pretrained language model for scientific text
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c82622a4-0e21-404b-870c-42a026ba743a · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Efficient Intent Detection with Dual Sentence Encoders
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 916620ec-5d44-418f-a5e0-b96ccce6d26c · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Legal-bert: The muppets straight out of law school, 2020
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d5147991-0e33-497c-bcf9-b0fbfc9570d4 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Lexglue: A benchmark dataset for legal language understanding in english, 2022
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7e7f2a23-1358-46fb-9925-cb8fb582f898 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a768afba-c46a-4e20-9a6f-0d84c3ea916c · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Deepl api, 2024
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 07ec4f08-ffb6-48f9-b881-ab2a789f3555 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Massive: A 1m-example multilingual natural language understanding dataset with 51 typologically-diverse languages, 2022
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 78e50ce7-59ad-4b32-a2a5-2979c7b097b4 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Ncbi disease corpus dataset, 2023
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c69c601d-e154-4512-b156-20b7cc2e8987 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Fries, Paroma Varma, Vincent S
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cad37253-9bb8-4070-8faf-fa82559df17a · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Fu, Mayee F
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 202a0eb4-d980-4647-a46d-073e79b92927 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks BERT-Base, Chinese
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fbfe3eb8-1e94-4b12-a147-9aff63b72294 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Can large language models design accurate label functions?, 2023
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7f8aa8ab-9f95-4a4a-9a71-d6066753bd92 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Improved pattern learning for bootstrapped entity extraction
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 82881850-737f-4bdc-abd0-9502b6f68de8 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Automatic acquisition of hyponyms from large text corpora
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 121654e8-ff98-41a6-b6e3-76d2adcf5086 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Scriptoriumws: A code generation assistant for weak supervision
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8edec46b-ed3d-4b79-95c8-40879e8bf3fe · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks The ALCHEmist: Automated Labeling 500x CHEaper Than LLM Data Annotators
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation eaaf8fdb-f54d-4568-9574-db6b2b0d988e · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Learning visual features from large weakly supervised data
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cff94238-8534-4f28-b6ae-faef8ddb5f3a · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Iterative learning for reliable crowdsourc- ing systems
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fd9d0b5b-dd19-431b-a60c-0a8d0dbdae77 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Nandal, Erin M
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 278a8079-1ba1-4ca9-83ce-c64698e2bc0c · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Characterizing the impacts of semi- supervised learning for weak supervision
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e19a4cd7-15a6-40c4-a242-9c82c1a27e29 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3c1a1248-1d01-4f97-a252-51a879e1dd5b · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Johnson, Daniela Sciaky, Chih-Hsuan Wei, Robert Leaman, Allan Peter Davis, Carolyn J
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8b76df6-d8c7-4478-8ba8-b9e89cd117b9 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Claudette: an automated detector of potentially unfair clauses in online terms of service
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6038bbb5-0784-4503-9e7f-b7b8a6011c57 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e3c08f9-faf5-44cc-9ad8-b07de560e58e · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Exploring the limits of weakly supervised pretraining
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2bd818ca-ed6a-4894-88a0-bcdae1b7324a · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Mintz, Steven Bills, R
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ef167819-a695-4b5c-90d5-24d3efaf6c15 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Nb-bert-base: A norwegian bert model built on the digital collection at the national library of norway, March 2021
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f73ee175-f0c8-47b6-bfde-04032e901837 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks BERT-Base, Japanese
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6b09231c-e3fd-4221-8531-cc58c221ceda · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Robust speech recognition via large-scale weak supervision, 2022
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2e2f426c-9a03-48c9-8277-cd8f82b85697 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9d440e62-87ec-4263-8067-f0576593f354 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Data programming: Cre- ating large training sets, quickly
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 83dbe4c7-3e1e-4a64-a7b3-02f2e6819603 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Ratner, Stephen H
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5a623701-6a14-460c-a0ee-b610d41ee1a0 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Overton: A data system for monitoring and improving machine-learned products
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7ccfe6d5-91ea-4574-96d2-c48b3642d3a6 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Autows-bench-101: Benchmarking automated weak supervision with 100 labels, 2023
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 20ea8405-2afd-4cb5-aba4-28dae37cdece · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Introduction to the conll-2003 shared task: Language-independent named entity recognition
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b0fca8e6-8760-4379-ac90-37423ab98d2d · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Universalizing weak supervision
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 46b3fe8c-9734-469e-98fe-6dc309a1c1ef · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Mitigating source bias for fairer weak supervision
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e8ef8720-1b5e-4aa4-b728-e20d854574e1 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Adaptive ranking-based sample selection for weakly supervised class-imbalanced text classification, 2022
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d74e142f-0cd7-4c3b-9772-f58602900449 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Uk biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8f29440-2395-4652-a133-f897eec1c4ce · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Snuba: Automating weak supervision to label training data
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 736273f9-62d5-49dd-8c36-87ffd9fd3053 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Ontonotes release 5.0
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f68f5184-5633-44f5-a069-affcdf57f957 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Fine-tuning pre-trained language model with weak supervision: A contrastive-regularized self-training approach
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 494cec4b-255a-4a22-8e0f-5fa6df52d134 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Wrench: A comprehensive benchmark for weak supervision, 2021
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d0bcd06a-b47b-4825-a987-7bd1d0b9a64f · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks A Survey on Programmatic Weak Supervision
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ba00641-d00e-44bd-8219-2af0b2f1779f · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks Walnut: A benchmark on semi-weakly supervised learning for natural language understanding, 2022
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e08a7cd5-ddee-4565-a559-b39ef0127032 · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks activat”, “increas
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cbce8c9b-7bb6-4e4e-b4dd-452c008fa94a · outbound
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks URL https://doi.org/10.1093/database/baz095
Reference 2019
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
No inbound Pith citation observations are available.