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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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.551855Z digest=sha256:34a94dae3306f6555baba4246328f8939a7e246eb26c4d87a1148a2f7acf660c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.556317Z digest=sha256:75155ead43641fc28f486984b8d2f49b676eb918477535b6bc3cbee6e807ab81

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.560327Z digest=sha256:2704d176615d2280bfd3d21ab71c3e7c1bc1b663b9cba3896b591b53915d2cf0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.564431Z digest=sha256:d4166ee08d932d0001a6babe941855d6c4b9174fba6033a53a5600f47bdd606d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.568519Z digest=sha256:41764a459e176986a773d479b07eaf8b7aea2aeabc9c74df8d233b7211c39dc3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.573403Z digest=sha256:a20a3968e0783bf2f79bb351df30fe39f504854992aa5ee7a0cfd809f49c96dd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.578848Z digest=sha256:88a8e326a74ba43da8d42fb83dde942a955884ab6c4547a0146f570299fb254d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.583517Z digest=sha256:8b2d51fb9b792ad95b5dfd745343832f088f713591487f777ec72622db4b9e5c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.587414Z digest=sha256:83394ffd3a9f5d3548bbcdeeda1228f0d4db9f61b486d97b97a7d7405399bd08

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.591616Z digest=sha256:d20005f5ddc5636664efecda3f3c83ebde89f51b13bdef15aeac137fc4e02ef3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.595488Z digest=sha256:8ab27277681fcc3eb3beae6e4ef780491ef4ac08ee897f2e6e4a67e469c37e53

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.599322Z digest=sha256:eaa037d26c99b19bc8c39f37b4e2df48725f5e30fa34ece2de1d1e9ae794bc77

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.603313Z digest=sha256:1525260a573a052a0980db424570ccba51ab09ca75daf844a851b84653dd2fcc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.607645Z digest=sha256:ef826426261ebe19ef5ae1fed0e54f1aa374fa4e3045db2d73546b7b1046cad5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.611923Z digest=sha256:4128c5fb3f68990a2a70be20e5a3df0e89dcb59b9a26aced47fa2132d745af8f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.616167Z digest=sha256:659e338756adca744056e5a43ffc050685b0c29b8f3644c2814a72fdca000c0a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.620163Z digest=sha256:822c45fae9561e249cba0ace0e3bf49334f60be17d155c3418bac98a17efefe8

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.624249Z digest=sha256:66a96e31954220e522b7c74e4ce213b53769917f0d1db0e65f3cb615975d6b6a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.628091Z digest=sha256:17de774a514315278427d81fd97b6c2acd6d67ad7f9a774f5ab4519326dcd73e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.631531Z digest=sha256:4a4d78f0ba9019a29f35f7135fa83a436b3e0cf5d9cb35858cdc5e03614177b8

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.635322Z digest=sha256:2b8b5999dda712ee646d275709d2e905e689b5c01d0b52650376203b0905753e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.639380Z digest=sha256:79d6e8ae08de7cfea12ce9903df80d703f8d7dd5a38504b5ce279d971872f3fc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.643624Z digest=sha256:6f070578fab7c9c77d51abad10628dad37465f41ea18db8d36d040b8e2254065

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.647263Z digest=sha256:25f3c011e4e201fa04836b34fa26f400b5f5da42240529db935a3cf4bf46a39f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.651139Z digest=sha256:5b1e294aa4da493f9b81d1bacc3cc417d8f7c89501b8739bc55ae2a475b00b5f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T11:25:12.655148Z digest=sha256:e5f93d7e1c5c271a13d6f609fc6ac628a3396058d751c2da360a3efefe9009bf

Pith citing papers

No inbound Pith citation observations are available.