Paper Citation Record · LEDGER

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring

As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2512.14332.

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

pith.paper-citation-record.v1
2512.14332 v2

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T16:14:31.420281Z

measured 21 of 21 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

21 of 21 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0e7ee452-9f6e-4679-b4c2-43931233887b · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.523579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54da4902-4138-4f7a-b0bc-dd0baccd32bb · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.048053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4d84251-776f-43cf-8199-f8bbecfb32f1 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.111736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaeaa134-14d0-45c1-b854-1ffe41d33320 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-03T16:14:30.781959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd3a3a1a-79fd-4626-92f0-cd70faaec273 · outbound

This paper cites Methodology.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Methodology

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.685872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b94944d8-72d2-45cf-bb32-497a408bd186 · outbound

This paper cites We applied this method and compared early-stopped traces from different values of k.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring We applied this method and compared early-stopped traces from different values of k

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.869996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb8749b3-d3df-4279-b094-5ef0e24c75d3 · outbound

This paper cites Similarly, small values of k implies noise in the step segmentation - which could perturb the monitoring analysis of the reasoning.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Similarly, small values of k implies noise in the step segmentation - which could perturb the monitoring analysis of the reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.990067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d791b017-3edd-48bd-8ca0-814a9ee49663 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.157845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1273809-2f88-4fbb-b3e0-6fa47ddeea98 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.278597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b49284de-d8ff-4dfa-a6cf-ef8b41b3fa2e · outbound

This paper cites Methodology.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Methodology

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.358872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e03b029-f297-4f1a-9a86-8444f8c74839 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.499424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 044244e3-dea1-4ce4-b4db-5a6387e92e62 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.615513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aef64af6-9d0e-4964-8068-39d55730d114 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.710991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6735b26-193f-4c1c-9124-ac3387c580f3 · outbound

This paper cites 10%, 20%,.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring 10%, 20%,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:30.898085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ddaa32a-3405-4518-b1b7-cf353ce4b5a5 · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:31.038951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53fe23be-4ebc-4d8d-8f0c-4e8499a697ff · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:31.166173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba841ba3-b48f-4891-acc6-c329b6ea5fa5 · outbound

This paper cites Specifically, we measure how frequently a model produces a correct intermediate answer, and sub- sequently destroys it later in the reasoning.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Specifically, we measure how frequently a model produces a correct intermediate answer, and sub- sequently destroys it later in the reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:31.278508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df93703a-6309-473c-b06e-194f59b9dcf5 · outbound

This paper cites each reasoning step ei represents a single piece of evidence contributing toward the social inference to select an answer Aa from A.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring each reasoning step ei represents a single piece of evidence contributing toward the social inference to select an answer Aa from A

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.402914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5639cd9-a0d2-4299-b89e-04bd63fa6450 · outbound

This paper cites Subtracting, 132 - 96 is 36.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Subtracting, 132 - 96 is 36

Reference 96

Resolution: malformed identifier; no resolver link, observed 2026-08-03T16:14:31.420281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a572793-a0ee-4424-ac17-5b8c3f6d972a · outbound

This paper cites ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:28.968859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4913e4e9-d1fc-42a6-a51b-d019c6429d5f · outbound

This paper cites an unresolved cited work.

Step-Tagging: Toward controlling the generation of Language Reasoning Models through step monitoring Unresolved cited work

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T16:14:29.225081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.