Paper Citation Record · LEDGER

LLMs Get Lost in Evolving User Intent

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2607.20734.

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

pith.paper-citation-record.v1
2607.20734 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T09:35:33.331160Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

29 of 29 outbound references displayed

verified exact0
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 155bc354-567f-4e31-adfd-adc9feecc94b · outbound

This paper cites the described person.

LLMs Get Lost in Evolving User Intent the described person

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.615896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e34c3d2-d0ce-426a-91e1-a981f4aa20f1 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.730516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75e6265a-78b3-473f-91ce-cfafd1cb3b87 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.846574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 859af27e-bf24-4b05-bdbc-5f707844f000 · outbound

This paper cites GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks.

LLMs Get Lost in Evolving User Intent GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.330884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1e4861c-6e43-4848-bc82-638c0559da73 · outbound

This paper cites Wait, I need to correct that,.

LLMs Get Lost in Evolving User Intent Wait, I need to correct that,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.462370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 208fe373-4de2-45e6-82d3-0ae8f013883f · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.076556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c7c16f4-65e2-4e91-9d46-b0d7518c2da1 · outbound

This paper cites The question refers.

LLMs Get Lost in Evolving User Intent The question refers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.132895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dc5ba40-3773-4fe4-8e4a-3fb25b393bac · outbound

This paper cites that same person.

LLMs Get Lost in Evolving User Intent that same person

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.193619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35658fb9-e985-4f75-9f51-1e512e1af0b0 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.932596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 313d3ec1-6626-48ee-acaf-39655dc50ea1 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.005532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd1e72a-aa15-4f72-9e0b-34995eed888e · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.258618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968c9059-6302-46c3-b349-9fe965a80982 · outbound

This paper cites What is the name of the person who did X and Y?.

LLMs Get Lost in Evolving User Intent What is the name of the person who did X and Y?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.340710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03015b71-e2c0-4095-9733-3ce96d6b6510 · outbound

This paper cites eight" ->.

LLMs Get Lost in Evolving User Intent eight" ->

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.411517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0794da10-cd95-4558-81a2-726c621aaa20 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.489059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cd709df-1ab3-4143-8d0d-d79c2148f1ec · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.558360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ba43535-3f36-4eed-9c3d-bac49b22a776 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.636427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe3a16fc-55b7-4190-8941-593af07dc3c9 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.704479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30322c06-48f8-4fa4-b79d-85a9fb63ac03 · outbound

This paper cites road accident.

LLMs Get Lost in Evolving User Intent road accident

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.758535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72ee335c-5e47-47ab-ad59-b6c32e7ea964 · outbound

This paper cites a" -> "an.

LLMs Get Lost in Evolving User Intent a" -> "an

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.813247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532fe637-36d1-4037-a7ca-137c839c02fc · outbound

This paper cites short-lived.

LLMs Get Lost in Evolving User Intent short-lived

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.885860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6080c85-745a-48a1-974f-0bcbf9fbbc87 · outbound

This paper cites popular" ->.

LLMs Get Lost in Evolving User Intent popular" ->

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:32.964549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c44932-1e8e-4c00-b629-8ea290ffc692 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:33.068666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d4a8ac9-99a8-44fe-a20c-fcec0f337515 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:33.123295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04dca005-6c29-43be-b043-917196fe9334 · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:33.198477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 190d4ecd-21d7-4768-b61b-99e05345233a · outbound

This paper cites an unresolved cited work.

LLMs Get Lost in Evolving User Intent Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:33.281635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f38f3b34-2d90-4c1d-9484-471c62330ce1 · outbound

This paper cites this author.

LLMs Get Lost in Evolving User Intent this author

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:33.331160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eeb9a5f-9284-4f43-99c5-c544b7096be6 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

LLMs Get Lost in Evolving User Intent Training Verifiers to Solve Math Word Problems

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:30.956810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a788501-6fcf-4b98-b6d5-bcbc98dc4c5b · outbound

This paper cites On Overcoming Miscalibrated Conversational Priors in LLM-based Chatbots.

LLMs Get Lost in Evolving User Intent On Overcoming Miscalibrated Conversational Priors in LLM-based Chatbots

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.069754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d5ec2a0-80b4-4f4b-ad27-12dcc626ce3c · outbound

This paper cites arXiv preprint arXiv:2602.16173.

LLMs Get Lost in Evolving User Intent arXiv preprint arXiv:2602.16173

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-01T09:35:31.194808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.