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Paper Citation Record · LEDGER

Automatic Text Summarization of Legal Cases: A Hybrid Approach

As of 16 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:1908.09119.

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

pith.paper-citation-record.v1
1908.09119 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:25:12.655148Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

26 of 26 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 932b2dcd-def1-4c53-af79-c051f5ce4cd9 · outbound

This paper cites With the limited human capacity of consuming information, it becomes paramount to extract only useful information out of the vast amount of unstructured data available.

Automatic Text Summarization of Legal Cases: A Hybrid Approach With the limited human capacity of consuming information, it becomes paramount to extract only useful information out of the vast amount of unstructured data available

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.155203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.551855Z digest=sha256:40ac2d00fc1332dbe1154e8e3b060cc8a8d9f81d36f41e7d0ec5a1736e8671bf

Observation 66245d71-4808-4f6d-b549-5202238f03ac · outbound

This paper cites Automatic text summarization is broadly of two types:.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Automatic text summarization is broadly of two types:

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.142336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.556317Z digest=sha256:e68fbd7a445f37af404b14b9e70bfc6c42379957a2e5cdd75ce095d0d2bf4c36

Observation ee5a263b-b5a7-4028-bd9b-9656ac387b38 · outbound

This paper cites Here the sentences originally present in the document are used to form the summary, with no new sentences being formed.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Here the sentences originally present in the document are used to form the summary, with no new sentences being formed

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.120144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.560327Z digest=sha256:2a8b0ad0d393a52fc4b2a6bd43f25a2d57ca05f670cd6158ee2a5fed846851d5

Observation 93ea29ba-3c7e-47a0-9997-40505b7d54ed · outbound

This paper cites Here the gist of the document is represented using computer generated sentences, having close resemblance to the summary as produced by humans.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Here the gist of the document is represented using computer generated sentences, having close resemblance to the summary as produced by humans

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.097713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.564431Z digest=sha256:4672825f7d2e588eb2e67280bc7ad20255fa213cef67480a8e76850ef4b4fbec

Observation 9dde7ec5-642d-4539-8533-33ded873ee40 · outbound

This paper cites Fast Legal EXpert CONsultant.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Fast Legal EXpert CONsultant

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.080279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.568519Z digest=sha256:1799775d9691405af14b0f51e92ac1923ccd2a378a45a17a6e4b333082d8c250

Observation 6b08ce80-9c3f-4d80-94a3-5c73c58081b5 · outbound

This paper cites Pre-processing Pre-processing of the document is a vital part of any text summarization approach.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Pre-processing Pre-processing of the document is a vital part of any text summarization approach

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.065624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.573403Z digest=sha256:b77ef3ddd515b2a4d8e18e7eaa68186362a5f44292bfbed3c62bf271064534f4

Observation 4031719d-9c35-402a-86c3-eb40e52f69b5 · outbound

This paper cites sent_values = [sum(tf-idf of all words of sentence) / sum(tf-idf of all words of document)].

Automatic Text Summarization of Legal Cases: A Hybrid Approach sent_values = [sum(tf-idf of all words of sentence) / sum(tf-idf of all words of document)]

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.049238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.578848Z digest=sha256:718e9303221c7e3d2722dfc0fc8d2a74b522e91e0d6edf1c90c1b895c72e773b

Observation 7dedaabc-bc29-4f60-81b6-dee033123624 · outbound

This paper cites an unresolved cited work.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Unresolved cited work

Reference 8

Resolution
malformed identifier
raw_fallback, observed 2026-08-14T11:25:13.035744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.583517Z digest=sha256:10be27417460d2e2c56ef93dd14a9cf71f462157b34774e96e73322d24ef528a

Observation 66f8c42b-e0f2-40b2-aa32-73cc53c563a5 · outbound

This paper cites The legal cases consist of the headnotes and summary within the case file.

Automatic Text Summarization of Legal Cases: A Hybrid Approach The legal cases consist of the headnotes and summary within the case file

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.021451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.587414Z digest=sha256:9a7c287ac4fa1625316f9c1b7822092e33681f5145d44c7130d5aebf107af019

Observation 2dde0d52-bfbb-4448-a03d-dd36bb3b2eb5 · outbound

This paper cites The relevance and usefulness of each sentence in the summary changes with the person evaluating them.

Automatic Text Summarization of Legal Cases: A Hybrid Approach The relevance and usefulness of each sentence in the summary changes with the person evaluating them

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:13.004274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.591616Z digest=sha256:f8ca13911abc905ee10616095ed92d1e31ca0a36bd2a7d57bfd231e8813918ee

Observation 139ddefe-4d64-4a38-86b6-5c8fa886a299 · outbound

This paper cites an unresolved cited work.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:25:12.982667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.595488Z digest=sha256:b3b1aeb86e865b1ada892e18ef5e5577d05ae2ae22ffab8ef4c64f2d054a255d

Observation 7fd9662d-cd9e-4605-a7b1-9e787a549976 · outbound

This paper cites The summary generated closely resembles to the original summary as generated by the attorney of the case and can possibly be used in the court of law after further improvements.

Automatic Text Summarization of Legal Cases: A Hybrid Approach The summary generated closely resembles to the original summary as generated by the attorney of the case and can possibly be used in the court of law after further improvements

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.961493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.599322Z digest=sha256:17140443960fc8fba2e9cd2335f603b7913594761b8d0d44c7dd1474b948c479

Observation b79aa3ab-5957-40de-a264-00214dd6566e · outbound

This paper cites Text Summarization Extraction System (TSES) Using Extracted Keywords.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Text Summarization Extraction System (TSES) Using Extracted Keywords

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.946018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.603313Z digest=sha256:ccccd6572c0890a60df6bfb591d49c6741deb69079ef3c0bae54e69cdf430bb5

Observation 0a589792-0d3a-46df-9f47-00389a5c859f · outbound

This paper cites Summarizing court decisions.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Summarizing court decisions

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.928367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.607645Z digest=sha256:5965a1b875b65ff8aa349c499985e624609ebfac559d4b7990a4be83aea87898

Observation 9570c1f0-c714-48b2-a60c-fc2dd65f7d62 · outbound

This paper cites CaseSummarizer: A System for Automated Summarization of Legal Texts.

Automatic Text Summarization of Legal Cases: A Hybrid Approach CaseSummarizer: A System for Automated Summarization of Legal Texts

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.912298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.611923Z digest=sha256:5f11c14de1ce2ef190786170074957d3af04d9d1ae0275959761f04544cb8b2a

Observation 581cda91-149a-4980-85db-16a32d58ed9f · outbound

This paper cites Assessing sentence scoring techniques for extractive text summarization.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Assessing sentence scoring techniques for extractive text summarization

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.897398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.616167Z digest=sha256:f7f672b8506f19ac4d28dd4e2cf64beadfe2dc1ef8fde3b439a35e52ac4acb38

Observation dea345ee-3abe-4fdd-815a-d13f61ddfda6 · outbound

This paper cites Survey on Abstractive Text Summarization.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Survey on Abstractive Text Summarization

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.883064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.620163Z digest=sha256:028867b2035c3d953a25dd46160f2520f2251e8958fcea312ae0cd1c6a3467be

Observation da1e7f59-2122-41d8-a375-661d925cb82e · outbound

This paper cites Multi- document text summarization - a survey.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Multi- document text summarization - a survey

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.866813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.624249Z digest=sha256:8fd699f4a68fed904ba80162c81dfb8decd71cdacc8f94c03c9cdf9fbf143a84

Observation 93b41d2a-bf8f-44e7-9e7e-c882dc422c57 · outbound

This paper cites an unresolved cited work.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:25:12.848541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.628091Z digest=sha256:8cbd1e5b7cf899f177a95cab34de24435bd6369e03318049a67a0661ddd912bf

Observation 11a74c02-d78e-4931-acd6-94c226573a21 · outbound

This paper cites Review on determining number of Cluster in K-Means Clustering.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Review on determining number of Cluster in K-Means Clustering

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.830815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.631531Z digest=sha256:f62e8706c97b9514a0bb665a5b7a2d10697f53a2e25e5cd1b360a1ada098b540

Observation 34a9e66c-fcc4-40a8-b1ce-c7fec4826f4d · outbound

This paper cites ROUGE: a Package for Automatic Evaluation of Summaries.

Automatic Text Summarization of Legal Cases: A Hybrid Approach ROUGE: a Package for Automatic Evaluation of Summaries

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.794271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.635322Z digest=sha256:13754b5752d7737e9eba4ab7322909b99fe54ab8d93301eb0bbc474503d59033

Observation 105b5bd1-f8e9-48ab-bf4d-8d761a61cd83 · outbound

This paper cites A Review On Automatic Text Summarization Approaches.

Automatic Text Summarization of Legal Cases: A Hybrid Approach A Review On Automatic Text Summarization Approaches

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.775795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.639380Z digest=sha256:03b5e0725f7c1edc8c1d8bec34fbc1b807e9df9a7dfce271b039282dc0cd0852

Observation 654db419-69f0-475a-928d-e3c06e04e447 · outbound

This paper cites Klopotek and Slawomir T.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Klopotek and Slawomir T

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.758217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.643624Z digest=sha256:b69076340cb818e9e85f772d083a04343da20105303243df4bc3db986fd3ee7b

Observation a64c9a4f-2e13-4df1-99bb-fd3d93c32127 · outbound

This paper cites an unresolved cited work.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:25:12.737721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.647263Z digest=sha256:6d4029a125b2526e314f72fecddac351da494a75e09cc2250cfa061d535ced29

Observation dc76b796-e0b7-4d1a-b6fe-e8e3de4ce4f0 · outbound

This paper cites an unresolved cited work.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:25:12.707784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.651139Z digest=sha256:c6ac2b91c1c58336b53f3cf3944777398e7bf97feaeeec1be97ec9a17a5b0e28

Observation 79c870b9-6af9-4141-a805-d1942e1374e0 · outbound

This paper cites Identification of Rhetorical Roles for Segmentation and Summarization of a Legal Judgment.

Automatic Text Summarization of Legal Cases: A Hybrid Approach Identification of Rhetorical Roles for Segmentation and Summarization of a Legal Judgment

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:25:12.691417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:25:12.655148Z digest=sha256:ca3ad07cd4b2f5c157d5e49de7366bd4b264e139f95c9b806da2539323bbb079

Pith citing papers

No inbound Pith citation observations are available.