Paper Citation Record · LEDGER

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM

As of 5 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2508.20384.

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

pith.paper-citation-record.v1
2508.20384 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:11:01.114635Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy1
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cbb964dd-4b12-44bd-81e6-d84142d7b307 · outbound

This paper cites Do LLMs estimate uncertainty well in instruction-following?.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Do LLMs estimate uncertainty well in instruction-following?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.070367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f9dbaca-940f-47cb-9ba1-fd374bded81f · outbound

This paper cites arXiv:2504.07086.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM arXiv:2504.07086

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.074570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a25913b3-5be0-4398-aeac-2c4bb1bc536c · outbound

This paper cites Teaching Models to Express Their Uncertainty in Words.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Teaching Models to Express Their Uncertainty in Words

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.084406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36284a2e-89b8-4e03-ac8a-75c39a212196 · outbound

This paper cites Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.093701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e1318f-0f0b-46b5-bb75-388e5988b042 · outbound

This paper cites Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.098018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 019f71e9-7f82-46db-975f-580b63c939ac · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Kimi K2: Open Agentic Intelligence

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.102256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d205813b-567a-43ec-9793-c23f36ab7807 · outbound

This paper cites Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.110314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5092745-b063-4db6-9433-429e9a4f61dc · outbound

This paper cites SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.114635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8506d550-87b0-4c02-b849-db196bc72f67 · outbound

This paper cites Language Models (Mostly) Know What They Know.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Language Models (Mostly) Know What They Know

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.079818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94741088-28df-4f48-bedd-34488ff384fa · outbound

This paper cites In Bouamor, H.; Pino, J.; and Bali, K., eds., Pro- ceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , 5433–5442.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM In Bouamor, H.; Pino, J.; and Bali, K., eds., Pro- ceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , 5433–5442

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:11:01.475707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8cde6acc-ab9e-4587-bf55-641c89b5c169 · outbound

This paper cites Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.088936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cafb9bcd-3562-4c5e-931e-5dce20df42b0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:01.066061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.