Paper Citation Record · LEDGER

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems

As of 19 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 4 inbound Pith citation observations for arXiv:2512.01556.

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

pith.paper-citation-record.v1
2512.01556 v3

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:18:19.610130Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:59:32.062470Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T05:23:03.717043Z

Reference resolution

18 of 18 outbound references displayed

verified exact0
verified fuzzy0
unresolved17
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 90b0af77-0693-4aeb-a889-98018cb19c6b · outbound

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

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:17.908057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5da0a5a-1021-410c-bd1f-8a99848b54ba · outbound

This paper cites UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.248005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4afea87d-0291-48e4-9aab-a23ac6065884 · outbound

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

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Language Models (Mostly) Know What They Know

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.412023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66fa8dbe-e3f5-4435-a88d-812d84907fec · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.685279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abe3b3d0-a892-471b-bd4c-0373a531464e · outbound

This paper cites Com- monsenseQA: A question answering challenge targeting commonsense knowledge.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Com- monsenseQA: A question answering challenge targeting commonsense knowledge

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.785142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9fbb055-9dac-4648-8cc1-e1cba22082b6 · outbound

This paper cites MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.182308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b866bcbb-00d0-46e3-a260-29542582de89 · outbound

This paper cites VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.282444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76d3eac5-f89a-4e3c-bbf8-425d36eb8633 · outbound

This paper cites -Instruct.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems -Instruct

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.370954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69178b65-84fc-42ab-84fc-71f192c0fbeb · outbound

This paper cites an unresolved cited work.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.432836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf43976-d581-4b2f-a3fb-f7e24e8f3180 · outbound

This paper cites No feasible threshold for risk levelα.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems No feasible threshold for risk levelα

Reference 17

Resolution: malformed identifier; no resolver link, observed 2026-08-03T19:18:19.497439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4388a7a-e3c9-4c7a-8900-ede05350c3ae · outbound

This paper cites Similar trends are observed at α= 0.10 and for the Qwen2.5-14B pairing, where routing yields both higher coverage and more correct acceptances than either individual model.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Similar trends are observed at α= 0.10 and for the Qwen2.5-14B pairing, where routing yields both higher coverage and more correct acceptances than either individual model

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.610130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6cb9840-2720-466c-9fd8-3498b4b6a124 · outbound

This paper cites Selective labeling with false discovery rate control.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Selective labeling with false discovery rate control

Reference 1963

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.358234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63e01622-a6f0-4fab-a46a-35e66c0dd09f · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems LLaMA: Open and Efficient Foundation Language Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.961940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71adef0c-dbe0-4566-af9b-b08f7a78d1e1 · outbound

This paper cites Inductive confidence machines for regression.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Inductive confidence machines for regression

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.587523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33528af7-b591-40a4-991d-727864071927 · outbound

This paper cites D., Roy, A., Matejek, B., Acharya, M., Elenius, D., Berenbeim, A.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems D., Roy, A., Matejek, B., Acharya, M., Elenius, D., Berenbeim, A

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.477092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a278c0f-3391-4341-9582-ae89fc33b755 · outbound

This paper cites Openchat: Advancing open-source language models with mixed-quality data.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Openchat: Advancing open-source language models with mixed-quality data

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.062204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5421787-3fb7-41d6-81d0-dda8346e42d1 · outbound

This paper cites The challenge of uncertainty quantification of large language models in medicine.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems The challenge of uncertainty quantification of large language models in medicine

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.058963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df40da01-97bc-4eab-9812-ad868cfb61d4 · outbound

This paper cites Qwen Technical Report.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems Qwen Technical Report

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:18.174444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 56ee7c92-10aa-4d78-a6e8-cabf32e8d458 · inbound

SCOPE: Selective Conformal Optimized Pairwise LLM Judging cites this paper.

SCOPE: Selective Conformal Optimized Pairwise LLM Judging LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems

Reference 404

Resolution: unresolved; no resolver link, observed 2026-08-02T23:42:35.447335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffa5d302-090e-42c0-b4a6-1ee992db9770 · inbound

BalanceRAG: Joint Risk Calibration for Cascaded Retrieval-Augmented Generation cites this paper.

BalanceRAG: Joint Risk Calibration for Cascaded Retrieval-Augmented Generation LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-27T02:05:08.741595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d5fba390-da7c-46ba-9e99-1eb3f0940279 · inbound

Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees cites this paper.

Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T19:15:37.565998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b899b498-51cc-4ee2-8ca6-956fc413d5de · inbound

Certify or Refuse: A Cross-Model Map for Selective Risk Control with Coverage Floors under Covariate Shift cites this paper.

Certify or Refuse: A Cross-Model Map for Selective Risk Control with Coverage Floors under Covariate Shift LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-12T14:59:32.062470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.