Paper Citation Record · LEDGER

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction

As of 11 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 3 inbound Pith citation observations for arXiv:2501.00555.

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

pith.paper-citation-record.v1
2501.00555 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:54:43.854608Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:42:23.786305Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-14T22:33:10.360583Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy5
unresolved21
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b52e7a56-2d8e-4489-935c-a2eb781adc18 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.726203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76a509a-8c64-4bf4-b034-da7be9a5fdae · outbound

This paper cites an unresolved cited work.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:54:44.598660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4cc7f9ff-d7a9-4908-b35d-37950f45d45f · outbound

This paper cites Large language model validity via enhanced conformal prediction methods.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Large language model validity via enhanced conformal prediction methods

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.743191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85ef3bd5-9d13-4cec-bea9-0cc078fd0ab7 · outbound

This paper cites Clarkson, W.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Clarkson, W

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.748231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fab77289-375a-4e12-8088-2a57394e2668 · outbound

This paper cites The Llama 3 Herd of Models.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.752933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62b2274d-3834-4d5f-bfa3-895f11a4c5e6 · outbound

This paper cites an unresolved cited work.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:54:44.699959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ae35424f-70f8-4198-b93d-d155efd8fa9e · outbound

This paper cites Language Model Cascades: Token-level uncertainty and beyond.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Language Model Cascades: Token-level uncertainty and beyond

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.762138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 316b196d-8651-4620-ab23-2a15fa2ba2af · outbound

This paper cites Krause, W.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Krause, W

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:54:44.683415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8465c424-e676-4931-ad05-dbb25a35987b · outbound

This paper cites After (CROQ + Logits) Acc.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction After (CROQ + Logits) Acc

Reference 11

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T22:54:43.983671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fd3a5cdb-fec5-4abc-ab22-a51ad16235c2 · outbound

This paper cites SimPO: Simple Preference Optimization with a Reference-Free Reward.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.781667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c87fc9c3-e6ae-45e4-8ff1-4698279d3cfa · outbound

This paper cites Language Models with Conformal Factuality Guarantees.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Language Models with Conformal Factuality Guarantees

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.786928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e20c9cb-e4b1-49f7-9999-bc55c61c1544 · outbound

This paper cites Papadopoulos, K.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Papadopoulos, K

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:54:44.668791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ab1f6b2a-383d-488c-86dd-9c9c731cdcbd · outbound

This paper cites API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.801771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4319aad3-4e7a-4274-be3c-d7871e88cb14 · outbound

This paper cites ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.806355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54e60e37-0fc6-4086-972e-51e3168ff204 · outbound

This paper cites Ulmer, C.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Ulmer, C

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:54:44.653236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 360d51e6-76ad-47c8-b0ad-b91b98ba1658 · outbound

This paper cites Benchmarking LLMs via Uncertainty Quantification.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Benchmarking LLMs via Uncertainty Quantification

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.825588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c7bb34c-885d-4a7f-8d19-bfef1c28b2cb · outbound

This paper cites In Appendix A.1 we provide details of LLM inference for MCQs.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction In Appendix A.1 we provide details of LLM inference for MCQs

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:54:44.635055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 56ce5607-19f8-47a0-900a-a7223a53b3fa · outbound

This paper cites test sample.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction test sample

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:54:44.615745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1ac49de7-b64f-4c95-aa75-3552ee525ab9 · outbound

This paper cites an unresolved cited work.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:54:44.583160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5c86ac2d-3c89-463b-b15f-21cdbd1bcba2 · outbound

This paper cites an unresolved cited work.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:54:44.567138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4a815dc1-c1fc-43b2-8621-a4bd8c573499 · outbound

This paper cites Tool Learning with Large Language Models: A Survey.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Tool Learning with Large Language Models: A Survey

Reference 2002

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.796997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c60665-abc9-4d42-8175-3af4003c55b7 · outbound

This paper cites Boosted Conformal Prediction Intervals.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Boosted Conformal Prediction Intervals

Reference 2005

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.820808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38eae924-a366-44e3-ade7-862187e930b4 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.810880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1e16713-4e06-4fbf-9640-69b1e4b95966 · outbound

This paper cites Length Optimization in Conformal Prediction.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Length Optimization in Conformal Prediction

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.766763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62279bc6-b977-42b3-98ae-dea3fec77d09 · outbound

This paper cites Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.737431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91afb70f-337f-40cf-99bc-0f2f6367ea85 · outbound

This paper cites Conformal Prediction with Large Language Models for Multi-Choice Question Answering.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction Conformal Prediction with Large Language Models for Multi-Choice Question Answering

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.776221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9812e29b-0679-4c2a-87fa-2f453c4d58e8 · outbound

This paper cites A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.732205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation aa5bbefb-2acf-4f20-8d3c-f85f98d4183d · inbound

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection cites this paper.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T13:42:23.786305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4184b15-1b55-4e4b-aba7-0471435e8374 · inbound

Domain-Shift-Aware Conformal Prediction for Large Language Models cites this paper.

Domain-Shift-Aware Conformal Prediction for Large Language Models Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T11:23:20.777104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1818ded7-6c64-4b1d-abbb-4ad3be2dd2f8 · inbound

From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents cites this paper.

From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-14T22:33:10.364734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.