Paper Citation Record · LEDGER

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2412.17942.

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

pith.paper-citation-record.v1
2412.17942 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:11:02.750706Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

25 of 25 outbound references displayed

verified exact1
verified fuzzy2
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66b06273-d711-4b1b-8ad1-726ff187bac7 · outbound

This paper cites write newline.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.649312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9741256-73fd-424a-9d33-523a0731337a · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.186003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cb13c9a8-efa3-4c2d-bdca-221082afab6a · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.173211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f1607fd0-3ca8-45f1-8b10-37af601ddf23 · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.160266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 23eaffb4-b2aa-4926-a6b4-c5443ba9f231 · outbound

This paper cites Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.668577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbfa00ab-133e-483f-aa10-83978c09c38b · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.672741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6adb970-0a86-49b9-863c-b8bdaaaa9de1 · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.148689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 54b9d60f-d56b-46d6-90d1-b4575a6f35e6 · outbound

This paper cites A Study on the Implementation of Generative AI Services Using an Enterprise Data-Based LLM Application Architecture.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents A Study on the Implementation of Generative AI Services Using an Enterprise Data-Based LLM Application Architecture

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.681251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b9dfe0c-308f-4aab-a430-4e0ce88e0659 · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.685041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02d011e4-453a-4096-986e-a158e127a60d · outbound

This paper cites Langchain agents documentation.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Langchain agents documentation

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:03.135768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4f6a7391-a79d-49e9-bca6-08b06d1f5184 · outbound

This paper cites u ttler, H., Lewis, M., Yih, W.-t., Rockt \.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents u ttler, H., Lewis, M., Yih, W.-t., Rockt \

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.693359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c097cb69-49c0-409d-9758-8924b58ddfaf · outbound

This paper cites A Survey on Retrieval-Augmented Text Generation.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents A Survey on Retrieval-Augmented Text Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.698134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82cc9765-2a12-43ce-ad21-fc40b4d05931 · outbound

This paper cites A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.702537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d13c5d40-9176-4a71-b8b7-7d42b688e778 · outbound

This paper cites Augmented Language Models: a Survey.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Augmented Language Models: a Survey

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.706549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1ca5465-e505-4954-b7e1-a3babf1c35b9 · outbound

This paper cites Chatgpt fine-tune description.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Chatgpt fine-tune description

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-11T05:11:02.957083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9779b63f-08f7-45a6-bbc0-98e0e2656c7f · outbound

This paper cites Chatgpt prompt engineering.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Chatgpt prompt engineering

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:03.116337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 66d8e3fa-0a6e-4849-8fb6-d3c43dad3712 · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.103524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d37af259-b507-413a-b789-cca9da4b1d09 · outbound

This paper cites Querying Large Language Models with SQL.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Querying Large Language Models with SQL

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.722045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b1fdc24-4010-4b17-9d58-cf9da120cc19 · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.091211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 18c3c046-a191-4412-829b-64e50f31f27d · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.078901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bb562a5e-8506-47d2-8f8c-004d75f787c9 · outbound

This paper cites N., Kaiser, ., and Polosukhin, I.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents N., Kaiser, ., and Polosukhin, I

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.734747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6879ccac-3062-4058-82c4-68b5ecdda8f8 · outbound

This paper cites an unresolved cited work.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:03.056039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f4dd1c27-c4b5-48c8-bea7-fa556eb8aff2 · outbound

This paper cites Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.742173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22bd504a-3458-4bd3-a8ed-bd029f1166e9 · outbound

This paper cites A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.746657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe626e54-bb33-49b1-993f-ebc7bf105fe8 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents ReAct: Synergizing Reasoning and Acting in Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.750706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.