Paper Citation Record · LEDGER

Unsupervised Translation of Emergent Communication

As of 10 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2502.07552.

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

pith.paper-citation-record.v1
2502.07552 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:26:21.429284Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy9
unresolved10
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f78d4a2b-9fbc-4dfe-afb4-f5948f7b2294 · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.823375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b2c04a44-f9db-4437-bd38-ebe6c92811f7 · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.806773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 455b0c5f-5f8f-4d14-819c-5834fa7d1baa · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.790083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c3005aba-cd7b-4c5d-9aa2-153134ef22dd · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.772863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc8e939a-b1d3-4ee1-8f30-675699f3f898 · outbound

This paper cites TopSim captures the alignment of distances in input and message spaces.

Unsupervised Translation of Emergent Communication TopSim captures the alignment of distances in input and message spaces

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.756329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 04680328-c14b-4929-9166-bc7146d7107b · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.739486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 43caa678-1b75-4ebf-978b-52f1d5bb9334 · outbound

This paper cites We compare a per-symbol measure of how much more strongly that symbol encodes one attribute a over the other b.

Unsupervised Translation of Emergent Communication We compare a per-symbol measure of how much more strongly that symbol encodes one attribute a over the other b

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.722984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 57e4c048-c8e3-4085-a0bf-74c06c0a5968 · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.705802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ca486c78-3e33-495a-98e3-5204846b3435 · outbound

This paper cites AMI evaluates how well messages align with un- derlying image concepts, while adjusting for random- ness.

Unsupervised Translation of Emergent Communication AMI evaluates how well messages align with un- derlying image concepts, while adjusting for random- ness

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.688296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 38173be3-3592-49aa-8556-bdee45790fec · outbound

This paper cites Metrics for UNMT.

Unsupervised Translation of Emergent Communication Metrics for UNMT

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.668611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e7da633-9e16-4408-a9da-a3a3dea7e180 · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.650899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b16e33b-2ad7-4005-b36f-f8dec4b016d7 · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.633572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e2e102e6-2111-4d6f-a3f6-18686e88eba6 · outbound

This paper cites , wi−1) ! where N is the total number of words, and P (wi | w1,.

Unsupervised Translation of Emergent Communication , wi−1) ! where N is the total number of words, and P (wi | w1,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.611970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b8a54a30-1264-4a97-895c-889e21491d84 · outbound

This paper cites Each matched word is classified into one of these categories, and the total number of matches m is adjusted accordingly.

Unsupervised Translation of Emergent Communication Each matched word is classified into one of these categories, and the total number of matches m is adjusted accordingly

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.589473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cd92bf25-d827-43df-bdc2-ce12a4bf0421 · outbound

This paper cites All embeddings are obtained from the CLIP multi-modal model.

Unsupervised Translation of Emergent Communication All embeddings are obtained from the CLIP multi-modal model

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.566461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 895f746c-29b3-40da-86ee-1487643f43d8 · outbound

This paper cites This metric evaluates the proportion of novel n-grams in the translations that do not appear in the training data.

Unsupervised Translation of Emergent Communication This metric evaluates the proportion of novel n-grams in the translations that do not appear in the training data

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.546551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92085472-928d-4a9a-8522-5f275947cfa8 · outbound

This paper cites an unresolved cited work.

Unsupervised Translation of Emergent Communication Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:26:21.527303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 562340a8-e519-43f5-a5c8-8482cef4ff62 · outbound

This paper cites F Chinese UNMT Before translating EC, we calibrated our expectations by evaluating how UNMT performs on a clear, interpretable and more complex language than EC.

Unsupervised Translation of Emergent Communication F Chinese UNMT Before translating EC, we calibrated our expectations by evaluating how UNMT performs on a clear, interpretable and more complex language than EC

Reference 21

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T12:26:21.507620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 86054ff1-7159-4f93-817b-12438b1162ec · outbound

This paper cites Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input.

Unsupervised Translation of Emergent Communication Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input

Reference 2018

Resolution: malformed identifier; no resolver link, observed 2026-08-08T12:26:21.315715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4dee301-94a5-4474-a480-b62aa99cb438 · outbound

This paper cites In Proceedings of the 3rd Workshop on Multi-lingual Repre- sentation Learning (MRL).

Unsupervised Translation of Emergent Communication In Proceedings of the 3rd Workshop on Multi-lingual Repre- sentation Learning (MRL)

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:26:21.839669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 537c7fbf-83cb-4fbc-8115-1c2a0647aeea · outbound

This paper cites The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents.

Unsupervised Translation of Emergent Communication The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T12:26:21.307814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.