Paper Citation Record · LEDGER

Let Models Speak Ciphers: Multiagent Debate through Embeddings

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2310.06272.

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

pith.paper-citation-record.v1
2310.06272 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:44:11.280570Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 4859e7dc-7636-44a5-aa3f-6ba32262d1d4 · inbound

Training Large Language Models to Reason in a Continuous Latent Space cites this paper.

Training Large Language Models to Reason in a Continuous Latent Space Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:29:05.794733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b1eb5745-8377-4940-9dc3-7ff17618e175 · inbound

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity cites this paper.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.280570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc1b29f-f284-4560-8d67-c2cc993e5a93 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 108

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T23:54:45.620376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d1a82d7-b290-4f3a-8afc-fd0738c4035c · inbound

HyLaT: Efficient Multi-Agent Communication via Hybrid Latent-Text Protocol cites this paper.

HyLaT: Efficient Multi-Agent Communication via Hybrid Latent-Text Protocol Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T22:34:01.601828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5500babb-f1f1-4ece-afc6-013b4a1a2701 · inbound

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems cites this paper.

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:16:59.305311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fdc5f75e-960c-4c88-8c94-70d4d4691bcf · inbound

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems cites this paper.

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T12:21:48.962635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbb89bfa-570d-41e9-be6e-9c462babcef4 · inbound

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination cites this paper.

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 187

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:07:23.530885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2d9ccb68-93d7-42dc-94eb-a547cb4689db · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 192

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.524929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 159628a3-3869-4d7b-9614-1ee1ef4fcd4b · inbound

Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier cites this paper.

Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 60

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T06:07:41.608759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4e822cf-eea8-4962-95dd-2a9c56aac0a9 · inbound

Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes cites this paper.

Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-01T23:25:47.041900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.