Paper Citation Record · LEDGER

Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2410.03777.

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

pith.paper-citation-record.v1
2410.03777 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:17.969906Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T07:36:45.093203Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 88662211-29b1-487b-956c-d31e2dfaa901 · inbound

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble cites this paper.

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:25:19.693453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 024585ea-e184-4294-a088-1067809d069b · inbound

One for All: Update Parameterized Knowledge Across Multiple Models cites this paper.

One for All: Update Parameterized Knowledge Across Multiple Models Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:17.969906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4ed78c1-3bfb-4ffe-935a-9aac955e0b5d · inbound

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units cites this paper.

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:48.415256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f59a44f5-1149-40c9-a0c1-02e617006080 · inbound

DLLG: Dynamic Logit-Level Gating of LLM Experts cites this paper.

DLLG: Dynamic Logit-Level Gating of LLM Experts Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.094447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f447a65a-a3e8-4bb8-a499-dce8ee665cc4 · inbound

Cross-Tokenizer On-Policy Distillation via Byte-Prefix Marginalization cites this paper.

Cross-Tokenizer On-Policy Distillation via Byte-Prefix Marginalization Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T05:09:57.457701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72d87882-9f35-4459-bae2-1f357378d030 · inbound

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes cites this paper.

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T12:06:58.123255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.