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Paper Citation Record · LEDGER

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions

As of 18 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2605.24452.

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

pith.paper-citation-record.v1
2605.24452 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T13:26:50.577209Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

23 of 23 outbound references displayed

  • verified exact3
  • verified fuzzy19
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e79c91f2-7468-4a56-98f8-5058bd4dad73 · outbound

This paper cites LEMUR: A corpus for robust fine-tuning of multilingual law embedding models for retrieval.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions LEMUR: A corpus for robust fine-tuning of multilingual law embedding models for retrieval

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.628208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:06547cad06ce34ea96f8c0a7c8f5c3f6fed02f71fe7493fd5ef2a6821b9bbb77

Observation 828c94ee-c59c-450c-9799-525970ce8f76 · outbound

This paper cites PILOT: Legal Case Outcome Prediction with Case Law.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions PILOT: Legal Case Outcome Prediction with Case Law

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.622741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:35bc09d958bcf8479735d98703cced7a2edd64a7669a9000b9da1f6b91f00302

Observation dec637f4-5323-4659-84a2-f612513488de · outbound

This paper cites LEGAL-BERT: The muppets straight out of law school.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions LEGAL-BERT: The muppets straight out of law school

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.828306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:4e22c36c47530f28a6f4a795dae271355f9994b57133e8010d1681777a86eb02

Observation 1f597fc2-97c2-4a49-b72e-ef329dc4daa2 · outbound

This paper cites LexGLUE: A benchmark dataset for legal language understanding in English.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions LexGLUE: A benchmark dataset for legal language understanding in English

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.818245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:b26764a9351571f77e5add38421d3669fc063aed8906502d9666d2f9369a53ba

Observation 657e58cd-91a7-4f08-b24c-92f485c1801b · outbound

This paper cites FairLex: A multilingual benchmark for evaluating fairness in legal text processing.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions FairLex: A multilingual benchmark for evaluating fairness in legal text processing

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.820267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:b318fc5778fa883d91c61ce1f24182bada78d4a66a2828e2dca54b747e351fea

Observation af43c55b-103d-4283-9375-a20ba36d3de3 · outbound

This paper cites LeXFiles and LegalLAMA: Facilitating English multinational legal language model development.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions LeXFiles and LegalLAMA: Facilitating English multinational legal language model development

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.824771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:ea0a60d712367f218caa358f6b5939459e75b2cf1160de9f7951e3900a9787c0

Observation 01fea68a-25bf-419d-b2f3-9f5293efd766 · outbound

This paper cites SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.625490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:8ae2474e1b06d51d6f2d5098c3ff290be57483dfab745775e6a8d90a5b3a494a

Observation 3c60c39d-a366-4dd4-80c2-5dcbb2a3305f · outbound

This paper cites Unsupervised cross-lingual representation learning at scale.Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pages 8440–8451, 2020.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Unsupervised cross-lingual representation learning at scale.Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pages 8440–8451, 2020

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.826567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:241e13df09f560684316890e1808d52ad7185ba9e390c4613edb47a7049ca32b

Observation 9392e149-ae59-4b11-a3fe-1576062901b1 · outbound

This paper cites Cole, Julian Martin Eisenschlos, Daniel Gillick, Jacob Eisen- stein, and William W.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Cole, Julian Martin Eisenschlos, Daniel Gillick, Jacob Eisen- stein, and William W

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.830043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:f7516ac61269d6aaaaa16d6bb903b67521e736bae3a80f8d5c6ddcc437990505

Observation a3c39e8b-5a00-4361-875e-129629ceaff6 · outbound

This paper cites Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, et al.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, et al

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.824384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:2996243b59d386f75267c649ecfc47e9876e4de57c893a6ac71157ab8ea9cc66

Observation a61ffe23-f99a-45da-87a4-8a928c51abca · outbound

This paper cites Similarity of neural network representations revisited.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Similarity of neural network representations revisited

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.832058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:591a63ce01e594e17abd6bc8f02aa43e4f75e3f1270a93f86856f687c385f479

Observation a18d6738-6a7a-4069-bd34-570f76e176de · outbound

This paper cites Mind the gap: Assessing temporal generalization in neural language models.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Mind the gap: Assessing temporal generalization in neural language models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.807839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:b1a56f79bedd97f6b7cf83567b699e3c4d6ab9905837ad740b9794d0df80f61f

Observation 2a7f98aa-c536-4a9e-acd4-1c9befc8af23 · outbound

This paper cites Decoupled weight decay regularization.Proceedings of the International Conference on Learning Representations, 2019.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Decoupled weight decay regularization.Proceedings of the International Conference on Learning Representations, 2019

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.810080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:5400bb6a19f60604820968430ccd46254428e4e9de525c62e9a8d3f775b7783c

Observation e3dd6eee-29fa-43f4-a541-c1c5dadc23a2 · outbound

This paper cites Time waits for no one! analysis and challenges of temporal misalignment.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Time waits for no one! analysis and challenges of temporal misalignment

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.812277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:c57ad530ffc5d16752f6703516a6ba64195d9884a4ed1419548098ec97d708ef

Observation 11775f7b-fa09-4df8-ae9f-18363ead3d5b · outbound

This paper cites Swiss-judgment-prediction: A multi- lingual legal judgment prediction benchmark.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Swiss-judgment-prediction: A multi- lingual legal judgment prediction benchmark

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.814278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:5a9b76600e3ab09c03b153b833e2397e9bccc93b556f65776acfeb84ae95936e

Observation e8be8fdc-7f2f-41a6-9112-86b1081d63c0 · outbound

This paper cites An empirical study on cross-x transfer for legal judgment prediction.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions An empirical study on cross-x transfer for legal judgment prediction

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.816186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:9dbab2beb3ea0d617ef5120959a03ec4c58ca708353777b8e64386215fd16c6f

Observation 38e5d513-4917-47ce-8e1b-7c1ea2e06f6b · outbound

This paper cites LEXTREME: A multi-lingual and multi-task benchmark for the legal domain.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions LEXTREME: A multi-lingual and multi-task benchmark for the legal domain

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.800730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:3f03787b30139a68175c99d05d3b8e2f20dece8f4b4a8bcbce3daa664a4077bc

Observation f95a3fe2-920e-45c0-8bbc-d9ee88ff2106 · outbound

This paper cites an unresolved cited work.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.791759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:0f89fc353e23e0a44e1492643eeb15b88afa2062eb40e619782916cd33d9e6ff

Observation c56d3956-cbea-40a8-862d-8006929d1b53 · outbound

This paper cites Temporal dynamics of a legal citation network at national scale.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Temporal dynamics of a legal citation network at national scale

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.802899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:6f2b931d93fc28a45383c17130f04ed77a5e89ef3821f3fe0bd695bb9a795b8d

Observation 5e4c9846-d105-4693-8f2b-4c93e6a75742 · outbound

This paper cites Temporal decay of co-citation predictability: A 20-year statute re- trieval benchmark from 396M Ukrainian court citations.arXiv preprint, 2025.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Temporal decay of co-citation predictability: A 20-year statute re- trieval benchmark from 396M Ukrainian court citations.arXiv preprint, 2025

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.809195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:316bbda1f4a61d39dc848122460f8dce34e0b6c2fc4552ac03cc6fc5dd747d85

Observation dc3312b9-951e-4841-8709-1fad4d8f32e9 · outbound

This paper cites Tokenizer fertility and zero-shot performance of foundation models on Ukrainian legal text: A comparative study.arXiv preprint, 2025.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Tokenizer fertility and zero-shot performance of foundation models on Ukrainian legal text: A comparative study.arXiv preprint, 2025

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.806945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:d89ad823ddc9034e280328fdcaee9f8911d6c6d02abdac2e84b945f9b61c6a08

Observation 3c516bf0-a1db-40d7-9b8b-0881bd202929 · outbound

This paper cites Ho, and Joel Niklaus.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Ho, and Joel Niklaus

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.793860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:41ef2e7688728bad435092c9af6977870c498ca49f9c4209294f56279c9753a9

Observation a89b276d-f8a9-4456-ba89-4815691f6cbc · outbound

This paper cites Transformers: State-of-the-art natural language processing.

Temporal Concept Drift in Legal Judgment Prediction: Neural Baselines Across Three Epochs of Ukrainian Court Decisions Transformers: State-of-the-art natural language processing

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.795726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T13:26:50.577209Z digest=sha256:a9a7864347033d41b6d0ce1405d9589ac04819ce33897c3538df1beb026398fc

Pith citing papers

No inbound Pith citation observations are available.