Paper Citation Record · LEDGER

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent

As of 13 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2606.20585.

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

pith.paper-citation-record.v1
2606.20585 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:25:18.782926Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

39 of 39 outbound references displayed

verified exact0
verified fuzzy22
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce626416-2b86-4cfe-9574-0e551f1f8623 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.820442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c5432acd-4f80-44bf-80ef-acda1a530bc2 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.827680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 890ec427-65e2-4154-844c-2e8963973a07 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.832675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 742eba31-3d18-40a6-9475-1bb5762d9678 · outbound

This paper cites want” and “do not want.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent want” and “do not want

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.831016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 69aa21c2-df3f-46f8-9efc-443909ab1af1 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.873123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6d687808-4e7f-4157-ba4e-1a975dc181d4 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.834322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8d689fb2-1561-4ccf-b4b6-4d41714901fd · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.836229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6ccffd9b-3c22-44bb-8a0a-88c2044ca506 · outbound

This paper cites Great question!.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Great question!

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.880363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bec377ce-3496-488d-8255-0098496ee939 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.878679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 06e67bf2-8901-4e0b-a6ae-58a439e54668 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.837846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1aef1949-9a73-4500-862a-79b5e0b3efa9 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.882017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7db89e1f-bf6b-4994-94ad-8ff705c317cb · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.862706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2c91b5b5-6268-4a67-bf08-69ade70c3f0d · outbound

This paper cites scores": {{.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent scores": {{

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.865983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 013a7123-754f-41c9-aacf-3224d67b22cd · outbound

This paper cites Every attribute must be grounded in evidence from the conversation.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Every attribute must be grounded in evidence from the conversation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.883860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b334f4fc-5361-465f-bcf0-463aef4ef4e2 · outbound

This paper cites If evidence is weak, conflicting, or too project-specific, omit the attribute.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent If evidence is weak, conflicting, or too project-specific, omit the attribute

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.885657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 136a8cbe-a988-4eea-9698-e0ea24fc1b6c · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.871540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dfc26b12-c111-4d8a-8c21-00a0e3f29435 · outbound

This paper cites fact" = something true about the user/context -.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent fact" = something true about the user/context -

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.874855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cbb18213-a5a0-41d8-b3f3-5a0607b3b099 · outbound

This paper cites Would this help predict what this user wants in a different software project?.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Would this help predict what this user wants in a different software project?

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.876785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d479e396-b968-469e-af10-407dd61dea10 · outbound

This paper cites It is better to return fewer high-confidence attributes than many weak ones.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent It is better to return fewer high-confidence attributes than many weak ones

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.887557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 41783782-f013-427b-9b22-0144336a25ed · outbound

This paper cites Merge overlapping attributes into one stronger attribute.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Merge overlapping attributes into one stronger attribute

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.867751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2f1ae0c8-8426-41d7-9d2f-90911bb09ed6 · outbound

This paper cites 23 Examples: iterative vs upfront planning, detail orientation, pragmatism, decision speed, desire for explanation.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent 23 Examples: iterative vs upfront planning, detail orientation, pragmatism, decision speed, desire for explanation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.869897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2a40706b-afdd-44cd-a4ee-f2ad1230b943 · outbound

This paper cites Examples: simplicity, speed, quality, polish, maintainability, cost sensitivity, reliability, usability, control.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Examples: simplicity, speed, quality, polish, maintainability, cost sensitivity, reliability, usability, control

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.858993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 95903543-f4da-4426-99d3-65827ae76dc7 · outbound

This paper cites Examples: minimal vs dense, formal vs casual, clean layouts, low animation, mobile-first, information hierarchy.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Examples: minimal vs dense, formal vs casual, clean layouts, low animation, mobile-first, information hierarchy

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.860742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 930b0f55-2d46-44ff-9d59-5eacaff0dcbe · outbound

This paper cites Keep this general and transferable.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Keep this general and transferable

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.864360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8bb64600-760a-4a46-b961-cd21d3f0439d · outbound

This paper cites Keep this broad.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Keep this broad

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.829427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5a753f6e-e1e1-4f05-a65a-6e58897aae20 · outbound

This paper cites Subtractive scope - defaults to removing non-core features unless they have clear immediate value.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Subtractive scope - defaults to removing non-core features unless they have clear immediate value

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.823868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation abca62e0-d177-41a2-b8a2-64cfa05405a2 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.822079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f938bc11-c6f4-407e-aa07-7d54e1ec97ee · outbound

This paper cites spec": {.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent spec": {

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.853785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 29cc5596-60ad-41fa-9e67-f7b687e431f3 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.855627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f91fd155-4c18-416f-be45-a8cbf2940e39 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.857187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d759a2b2-dac5-4675-b39e-9a8c31864918 · outbound

This paper cites confident.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent confident

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.848769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4f395920-b2cb-420d-bcd9-c85d313b3d69 · outbound

This paper cites List any proposal features missing from the spec and add them.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent List any proposal features missing from the spec and add them

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.850517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 66166c16-3015-4740-8617-c6eb59b8f92d · outbound

This paper cites Remove features, roles, or workflows that were never discussed (e.g., admin panels, analytics dashboards, notification systems, account registration not mentioned in the proposal).

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Remove features, roles, or workflows that were never discussed (e.g., admin panels, analytics dashboards, notification systems, account registration not mentioned in the proposal)

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.825845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e2297497-8fdd-448e-87d5-fba28b4b8f10 · outbound

This paper cites core", "must-have.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent core", "must-have

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.852073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 50ba9ced-033d-456c-8ed4-e916c29054f0 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.845140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1202d399-4af9-424d-947e-668f5bb78a0c · outbound

This paper cites Try It Now.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Try It Now

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.841389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 819ba6d6-559f-4f73-ae84-790acaee8577 · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.843648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b2773caa-f730-4d6d-82c8-81a56a5be77a · outbound

This paper cites an unresolved cited work.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-07-07T17:14:00.846940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 58c0da0e-2206-46f4-b93e-bfbc12b6843c · outbound

This paper cites Download as Markdown.

Turning Intent into Specifications: A Benchmark and an Interactive User-Assistant Agent Download as Markdown

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T17:14:00.839466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.