Pith. sign in

Paper Citation Record · LEDGER

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context

As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2505.22003.

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

pith.paper-citation-record.v1
2505.22003 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T14:08:21.043186Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T19:07:39.246604Z

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 exact6
  • verified fuzzy16
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c5e0eb3-2142-4366-868d-aad895de9541 · outbound

This paper cites Access to justice in india: A critical analysis.SSRN Electronic Journal, 1 2021.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Access to justice in india: A critical analysis.SSRN Electronic Journal, 1 2021

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.587150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:32b01a8e7643e95f4693c69d13560215be8f1b32b62db5a82fa3e41e125ac94f

Observation 97e9b3cd-14df-4600-8688-a70260e9cd25 · outbound

This paper cites The evolution of the right to informa- tion act in india.Indian Journal of Law and Legal Research.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context The evolution of the right to informa- tion act in india.Indian Journal of Law and Legal Research

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.583306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:70f613753f3033ae218ce6d62c0c26e9c522635039ca442be0a1f8fb262e4a0a

Observation 973740e8-da4c-45fa-b92b-6d3a17b16598 · outbound

This paper cites Chal- lenges for free access to law in a multi-jurisdictional developing country: Building the legal information institute of india.SSRN Electronic Journal, 12 2011.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Chal- lenges for free access to law in a multi-jurisdictional developing country: Building the legal information institute of india.SSRN Electronic Journal, 12 2011

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.591457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:e57734f1bff0e9914f7b21687fd51289234388e56248050c6e77560264e370e0

Observation 57c11b3f-b64a-4e44-a277-ddef82347458 · outbound

This paper cites Legal awareness in india: Need of the hour and strategy to spread legal awareness.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Legal awareness in india: Need of the hour and strategy to spread legal awareness

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.597284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:229b3bd5a3d5affc65326fbc284cf53ec01bf513486ff64393a3c47893e30c50

Observation 505aa62f-d0ac-4e8a-a979-be44d853a038 · outbound

This paper cites an unresolved cited work.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-19T14:12:33.594410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:52c9c01fe65af61878dd5a135d9ef768a8fb8fa65218c8a56b5c4404fa539a5c

Observation 1b58da81-2bfb-4bf1-826b-f82c4477799b · outbound

This paper cites Better Call GPT, Comparing Large Language Models Against Lawyers.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Better Call GPT, Comparing Large Language Models Against Lawyers

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:12:23.766090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:4f77b7debd5e5518035cdc00a8df47efaf72cc42bfb825d432fced26254fc4ba

Observation 9cc0f04a-296c-4e20-a9dc-ae5a13b602dc · outbound

This paper cites Westermann, and Karim Benyekhlef.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Westermann, and Karim Benyekhlef

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.539456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:e450508f85a67cf312bbffd8c1eaa0f39777051ed62ddea1a53b0f3d22bdc824

Observation 7bf9c400-9124-4e8e-9d8a-8cf41dc10d61 · outbound

This paper cites Chatgpt and patient information in nuclear medicine: Gpt-3.5 versus gpt-4.Journal of Nuclear Medicine Technology, 51:307–313, 12 2023.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Chatgpt and patient information in nuclear medicine: Gpt-3.5 versus gpt-4.Journal of Nuclear Medicine Technology, 51:307–313, 12 2023

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.563096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:1c080e8d1f1cb89cdde4b40c2a90594cb775ffd870cde8bfa4c27c6302371cc3

Observation 1a904251-a095-423c-b305-db7118cccdb3 · outbound

This paper cites Aalap: AI Assistant for Legal & Paralegal Functions in India.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Aalap: AI Assistant for Legal & Paralegal Functions in India

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:12:23.719036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:da0d0682b1fa5b833735e3d3da40d4d874c3968bd6ad3701d0df8d237b3cf2de

Observation 4dc19447-4152-4655-9213-757beed92c9c · outbound

This paper cites Court easy ai.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Court easy ai

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.569023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:88aa196b239e3b41f5a23cb9288202d99a2d47e0cc4dc63c1191425995277761

Observation 1cb14fe3-d071-4aa4-ac88-f1211c930c49 · outbound

This paper cites NyayaAnu- mana and INLegalLlama: The largest Indian legal judgment prediction dataset and specialized language model for enhanced decision analysis.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context NyayaAnu- mana and INLegalLlama: The largest Indian legal judgment prediction dataset and specialized language model for enhanced decision analysis

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.559566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:73d65d39230bdbd303552d83019fd2b11979d43fe8ea53c1e713081aaafcad36

Observation 9568ed79-de57-430e-bef3-751ab076bb86 · outbound

This paper cites Paramanu: A family of novel efficient generative foundation lan- guage models for indian languages.arXiv preprint arXiv:2401.18034, 1 2024.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Paramanu: A family of novel efficient generative foundation lan- guage models for indian languages.arXiv preprint arXiv:2401.18034, 1 2024

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:12:23.822762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:c2de9a0bac590d718fcecfc7565f2c0c2fe2eeb5ee0eb72bebf40f6f83fe8014

Observation 0580619c-a3f1-49fc-bfed-2a2382ed777e · outbound

This paper cites all-MiniLM-L6-v2.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context all-MiniLM-L6-v2

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.565462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:2abe276ebf74eb4f7bfba3b99f51c80c0aa8dc7984dd917dc1dca222adc0b258

Observation 7456c0c4-7328-471f-9ded-43c6117a9d23 · outbound

This paper cites Billion-scale similarity search with GPUs.IEEE Transactions on Big Data, 7(3):535–547.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Billion-scale similarity search with GPUs.IEEE Transactions on Big Data, 7(3):535–547

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.573984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:64bea81f1d6b9873487ddb1daf8b1b0cd62d2ccb33433a69c3a5adf2cfcf2821

Observation 2c61f11c-d853-4229-9368-d05975032976 · outbound

This paper cites The Llama 3 Herd of Models.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context The Llama 3 Herd of Models

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-19T14:12:23.851618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:fc654a3fb244597517023523329bb74c5002005b599c58b63d0593fa742be28d

Observation 197b0b55-4b28-47d6-9feb-108cdef98744 · outbound

This paper cites Gqa: Training generalized multi-query trans- former models from multi-head checkpoints.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Gqa: Training generalized multi-query trans- former models from multi-head checkpoints

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.551898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:828e46269f3d49fbdaa385555a40644aac05b0f9cb2e497c6da9a6d0d93ec1be

Observation 293592cd-a404-406c-b60a-4bb173bcba12 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-19T14:12:23.807569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T15:38:39.263809+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:fd5d2f0c4d95413e4d494d108d407ad3f4dcf4cffb68f11e3bf33ff39ec6aab6

Observation d34492a5-f7c9-4474-9ed4-bdc72157b6bf · outbound

This paper cites Root mean square layer normalization.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Root mean square layer normalization

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.555367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:e29b73aec3bad1dac2869904572b49790a6bac8203d9c447eb8675ceb18ba68a

Observation ec91af64-5608-484f-b0a1-46613fd97dcd · outbound

This paper cites GLU Variants Improve Transformer.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context GLU Variants Improve Transformer

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-05-19T14:12:23.737260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:a3e01e0bbd3e4a0643243462e61f48d56d6388028df179ceffb5caf3a0d85de9

Observation fa9ece42-9108-404e-a7c5-1782fdd6203f · outbound

This paper cites Llama 3.1 model card.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Llama 3.1 model card

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.576998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:5475e66490ce736e86e1956dc3edeeaacf7157339548d3e13e77d780b0c1b6dd

Observation b86dc80c-b6bb-40dc-9b7a-167792337348 · outbound

This paper cites Lawyer_gpt_india dataset.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Lawyer_gpt_india dataset

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.547899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:aa8c756cf7f61ff51c221cc465fcd4201c222369b60947dcf4c6bb4b0353e002

Observation 1b58343b-e383-40f4-ae6d-c032f47c3f6e · outbound

This paper cites Weinberger, and Yoav Artzi.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Weinberger, and Yoav Artzi

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.542609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:d0e7c61cbf1f79e99a6cb94818f3d4a7a7901e9f3c57e4d961dad8d325f513a2

Observation ed27bbf8-0526-49a8-9c11-698f82ecf460 · outbound

This paper cites Aibe dataset.

Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context Aibe dataset

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T14:12:33.545672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T14:08:21.043186Z digest=sha256:64f783759e0cb2de8135ec816a00a412ca6b96f788120f0bc336b977e0ee08aa

Pith citing papers

Observation f0222dfa-4ec4-49bf-99ca-5b133ca57a33 · inbound

Inteligencia Artificial jur\'idica y el desaf\'io de la veracidad: an\'alisis de alucinaciones, optimizaci\'on de RAG y principios para una integraci\'on responsable cites this paper.

Inteligencia Artificial jur\'idica y el desaf\'io de la veracidad: an\'alisis de alucinaciones, optimizaci\'on de RAG y principios para una integraci\'on responsable Lightweight Domain Adaptation of a Large Language Model for Legal Assistance in the Indian Context

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T19:07:39.246604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:07:39.246604Z digest=sha256:f2378f54c83e84f532b2cf09960f83bc198e6b96f66a4a152b682fc2d7fc8a4d