Paper Citation Record · LEDGER

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements

As of 23 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2607.04436.

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

pith.paper-citation-record.v1
2607.04436 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T19:13:04.615909Z

measured 37 of 37 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

37 of 37 outbound references displayed

verified exact8
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e7b1e68-62a8-40b7-acd2-7a1c19f93fba · outbound

This paper cites ISO/IEC/IEEE 29148:2018 – Systems and Software Engineering — Life Cycle Processes — Requirements Engineering.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements ISO/IEC/IEEE 29148:2018 – Systems and Software Engineering — Life Cycle Processes — Requirements Engineering

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d33ab04-d839-44e2-8688-89512f7268d6 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d97ecf9-71d8-402c-9032-b8a16d19b9c2 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41e95b69-2ec0-4e2f-9f29-f15a4bd65b65 · outbound

This paper cites 2009.Software cost estimation with COCOMO II.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements 2009.Software cost estimation with COCOMO II

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b0417c0-ef8f-46ec-8b0e-33cf6be1a8cd · outbound

This paper cites Chantree, Bashar Nuseibeh, Anne De Roeck, and Alistair Willis.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Chantree, Bashar Nuseibeh, Anne De Roeck, and Alistair Willis

Reference 5

Resolution: verified exact; doi, observed 2026-07-11T19:18:12.105342Z

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 168f3133-c74f-4cd2-a83e-fa32c3fb3455 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81f85a16-9af5-4efc-a2b6-107f1810d91c · outbound

This paper cites 1992.Issues in Requirements Elicitation.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements 1992.Issues in Requirements Elicitation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 753bc63d-c57d-465c-a230-c8c8c2c69d4f · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5a5e255-a2ba-49af-becb-e8c06318ea74 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66800fda-4b24-4827-9130-e8d6af8f0171 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d95c31-2be1-417d-b68e-ea997a29e4a9 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35d2a149-7059-4e45-8205-e5f00b81979d · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1675ddd5-331f-43d2-807e-481a1f7bea40 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 300d6ecb-5ca3-4b53-a3d0-3017fd58dc5b · outbound

This paper cites doi:10.1016/j.jss.2016.02.047.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements doi:10.1016/j.jss.2016.02.047

Reference 14

Resolution: verified exact; doi, observed 2026-07-11T19:18:12.109967Z

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 e24edafb-06e0-4f1b-8033-b79bc2165567 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d0b45ca-e73a-4391-b880-780b713624ae · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33c2c38f-4788-40c2-ad22-a807f1768c29 · outbound

This paper cites Spagnolo.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Spagnolo

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-11T19:18:12.117452Z

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 86101a34-b59e-4f77-80d2-877896f5eb12 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cb96e62-f969-4d6a-b936-493f1af88c60 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-11T19:18:12.126985Z

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 27c550d0-5832-46fa-95a6-f8f638fd558a · outbound

This paper cites Cross-Domain Ambiguity Detection using Linear Transformation of Word Embedding Spaces.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Cross-Domain Ambiguity Detection using Linear Transformation of Word Embedding Spaces

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1b9b866-4ac4-4431-ad2e-f40602aa1aef · outbound

This paper cites Weld, Luke Zettlemoyer, and Omer Levy.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Weld, Luke Zettlemoyer, and Omer Levy

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f8c020-3de6-402f-90e1-f23e3bab93f9 · outbound

This paper cites 2019.QuARS: A Pioneer Tool for NL Requirement Analysis.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements 2019.QuARS: A Pioneer Tool for NL Requirement Analysis

Reference 22

Resolution: verified exact; doi, observed 2026-07-11T19:18:12.179239Z

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 9d1c6059-4b5a-4155-8321-0301be0dd2fc · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-07-11T19:18:12.186673Z

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 ac03170b-1370-417c-929e-c6cbd98f7bdc · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-11T19:18:12.159722Z

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 aa071ef9-106c-4c0c-b18b-248fa46ae69f · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0fc247f-39a9-418f-8f1e-c9208985f8f7 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48cd7e18-92d5-4cda-b7e0-504cbda3a54f · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a799066e-9d05-492f-8ade-07088cfa235c · outbound

This paper cites GPT-4 Technical Report.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements GPT-4 Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7885ec76-caaf-4ff6-9d75-d4c6b47cf3f9 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c0e671c-f2c9-4529-a29e-0c3d8084e3c1 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a22fde9d-d119-4abe-b585-9e285ae8b429 · outbound

This paper cites 2024.Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable AI Outputs.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements 2024.Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable AI Outputs

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e6503f5-432c-46ce-92bd-8966a295d270 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a466059-e36b-4a89-ae52-25ef0995d97a · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f19fbe2c-df40-49bd-a5fa-c6e9569ad160 · outbound

This paper cites Rodriguez, Doris L.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Rodriguez, Doris L

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48776efb-ec89-45d4-a5e2-4a68107882c0 · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a1e71ec-2f91-45c5-8dd0-2f97d9e32aff · outbound

This paper cites an unresolved cited work.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-11T19:13:04.615909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d53554d4-d868-46d3-a521-53c21d34afb2 · outbound

This paper cites 2005.Requirements Elicitation: A Survey of Techniques, Approaches, and Tools.

A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements 2005.Requirements Elicitation: A Survey of Techniques, Approaches, and Tools

Reference 37

Resolution: verified exact; doi, observed 2026-07-11T19:18:12.165745Z

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.

Pith citing papers

No inbound Pith citation observations are available.