Paper Citation Record · LEDGER

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning

As of 7 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2601.07965.

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

pith.paper-citation-record.v1
2601.07965 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:01:24.806077Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy0
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc12f312-7950-43c5-858d-704d59cb994e · outbound

This paper cites GPT-4 Technical Report.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.743506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86135f6c-752f-4013-8ca6-28474a5ee98c · outbound

This paper cites Benchmarking Neural Network Robustness to Common Corruptions and Perturbations.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.768815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eafcd586-17a1-429c-9787-02612d2d157d · outbound

This paper cites Right answer, wrong score: Uncovering the inconsistencies of llm evalua- tion in multiple-choice question answering.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Right answer, wrong score: Uncovering the inconsistencies of llm evalua- tion in multiple-choice question answering

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.776628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c26f859-c714-42a7-92d5-b3401e2a6eb9 · outbound

This paper cites Large Language Model Routing with Benchmark Datasets.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Large Language Model Routing with Benchmark Datasets

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.791849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8d6a8c1-7b9d-4d22-b4cd-4d5728ccf61e · outbound

This paper cites Calibration and Correctness of Language Models for Code.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Calibration and Correctness of Language Models for Code

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.795273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5729fa8-63f1-45e1-b4d5-868ca45ef7a7 · outbound

This paper cites Wisdom of Committees: An Overlooked Approach To Faster and More Accurate Models.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Wisdom of Committees: An Overlooked Approach To Faster and More Accurate Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.798770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c8b2c39-20e9-41bc-b8e8-e3eec4dee87f · outbound

This paper cites Qwen3 Technical Report.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Qwen3 Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.802698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41ef2409-fc44-421a-ada7-c9a20a9b8881 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.806077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 001403d8-cf39-4188-85f0-7d368afee2da · outbound

This paper cites Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning

Reference 1999

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.788160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efdaadaa-b268-4d9d-8b3b-ab8ea166dc9e · outbound

This paper cites Distribution-free calibration guarantees for histogram binning without sample splitting.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Distribution-free calibration guarantees for histogram binning without sample splitting

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.764633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 032a416e-1e6d-473d-b034-734d9fcddc63 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Training Verifiers to Solve Math Word Problems

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.757149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eff23d6-7889-4ae1-b2f7-a2e347270565 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Measuring Massive Multitask Language Understanding

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.772715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dd63219-ba09-42f8-b0d4-c527a50a1aba · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.752769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eab5441-4bd9-451b-a161-3eee451cecd3 · outbound

This paper cites Confident Learning: Estimating Uncertainty in Dataset Labels.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Confident Learning: Estimating Uncertainty in Dataset Labels

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.784050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc5e17c4-cf9f-4aa5-8533-f5416b2bc821 · outbound

This paper cites Program Synthesis with Large Language Models.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Program Synthesis with Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.748158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6fd33e9-cd8f-46b8-ad20-54251afde1d3 · outbound

This paper cites The Llama 3 Herd of Models.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.760996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff235d6a-c265-4016-9335-efd5a9d28cb3 · outbound

This paper cites Measuring Calibration in Deep Learning.

When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning Measuring Calibration in Deep Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:24.780243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.