Paper Citation Record · LEDGER

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism

As of 11 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2412.13236.

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

pith.paper-citation-record.v1
2412.13236 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:30:54.180466Z

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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:40:46.222800Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T20:40:46.625770Z

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy2
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9e5710ce-671f-418f-ac37-3512a9c68b36 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:30:53.998747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96da3292-edee-4449-b3ef-e4bce4ca3084 · outbound

This paper cites write newline.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:30:54.005177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cffb6ff-aa9c-4dd0-8d30-751b7ceda5e9 · outbound

This paper cites E-LANG: Energy-Based Joint Inferencing of Super and Swift Language Models.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism E-LANG: Energy-Based Joint Inferencing of Super and Swift Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T13:30:54.013637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6a4655-1338-4905-810c-910d2bee18ce · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.759493Z

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 6b68622b-033c-488a-ad60-aeff6a5b832e · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.740575Z

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 80d5b8c4-2fd0-4957-aea7-91db25dbce06 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.721839Z

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 6a36e485-79c0-4434-99b8-d2e4e9075d80 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.702924Z

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 a80e7e5c-0e72-423d-92a1-66099f733293 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.682957Z

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 223a1de6-22f9-459e-aec9-c4c49bbe9b57 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.664025Z

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 c24241d0-055e-46aa-901f-aafe6e6cab30 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.643986Z

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 09b589de-5e44-4ee0-a006-5045ff9c1e72 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.625289Z

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 272bf549-262f-4e34-ac43-93a9d33629c3 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.605186Z

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 d64411d4-d99c-45b8-a163-1fca78d0e4cb · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:30:54.089812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e70d207-fb32-4ce9-88a5-a9812b49204c · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.585568Z

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 9ab16f90-d5a8-4ce1-ad73-bfd29abd098b · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.564860Z

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 8c5bfa1e-98d2-4f60-8d3e-705859f5c9d3 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:30:54.107581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12c3a35-5aec-4634-b0f1-557159916bc6 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.528864Z

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 f5878841-499d-49c5-8eaf-bee3701a6a2f · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.509139Z

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 d60a3151-3422-4421-930b-b8342fcdba35 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.488045Z

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 8a9d6043-20db-4bf9-bb45-fa3d0cec624f · outbound

This paper cites L.; Gugger, S.; Drame, M.; Lhoest, Q.; and Rush, A.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism L.; Gugger, S.; Drame, M.; Lhoest, Q.; and Rush, A

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:30:54.468081Z

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 e448fbe6-5361-42ef-b866-a7bca32e6aaa · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.445531Z

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 25a48cc2-f194-41e9-a2dc-3ff23b96998a · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.425140Z

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 192b829c-6dd5-49cb-925d-ac7eda5e6f44 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.407395Z

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 9c2ec5ed-e880-4970-b3f4-870983d56f0e · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.386475Z

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 ca465b37-d6f7-4fb2-8964-b5266aecccc7 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.364020Z

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 4f767022-f3f0-461b-9bf7-748119a9e8c4 · outbound

This paper cites J.; Xu, K.; and Wei, F.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism J.; Xu, K.; and Wei, F

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:30:54.339367Z

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 63e514da-a543-4f10-a8ba-229c98a2e21a · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.315815Z

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 9adbec98-a45c-4616-adf5-7de8717bc337 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.294596Z

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 52e8ce33-ba18-406f-9ad2-67f2045baa55 · outbound

This paper cites an unresolved cited work.

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:30:54.274796Z

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.

Pith citing papers

Observation 33e980e8-434d-4c81-99e4-7dadab265923 · inbound

A Survey of Early Exit Deep Neural Networks in NLP cites this paper.

A Survey of Early Exit Deep Neural Networks in NLP COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:40:46.630132Z

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.