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Paper Citation Record · LEDGER

Where did the ambiguity go? Examining how multimodal models interpret polysemous words

As of 10 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2608.00410.

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

pith.paper-citation-record.v1
2608.00410 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:16:44.094734Z

measured 29 of 29 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

29 of 29 outbound references displayed

  • verified exact4
  • verified fuzzy6
  • unresolved18
  • parse uncertain0
  • malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5ce0753-02df-468d-9c8a-452d57eb16d9 · outbound

This paper cites GPT-4 Technical Report.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words GPT-4 Technical Report

Reference 1

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no resolver link, observed 2026-08-05T04:16:43.957980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5f7fd291-3da8-497b-80ef-57286a06d7c4 · outbound

This paper cites A very preliminary analysis of DALL-E 2.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words A very preliminary analysis of DALL-E 2

Reference 2

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no resolver link, observed 2026-08-05T04:16:44.004881Z

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source=pdf_text observed=2026-08-05T04:16:44.004881Z digest=sha256:ab4e44b7d4e4654c82bbc1b7e9de5e8a79ae3b4c697dbc6d831d275f8fb0e81c

Observation 832cea55-3c85-4459-a832-0c3eac682bac · outbound

This paper cites Gemini 2.5 Flash Image (Nano Banana) model documentation.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Gemini 2.5 Flash Image (Nano Banana) model documentation

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-05T04:16:44.957321Z

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.

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Observation 05974d44-c6bf-49b0-8004-fec3a3015d6c · outbound

This paper cites Qwen2.5 Technical Report.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Qwen2.5 Technical Report

Reference 13

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no resolver link, observed 2026-08-05T04:16:44.019615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.019615Z digest=sha256:bb818e9b4dbcd6d78d296a647bd7a731e5b025708ae89f766a2a3929048f9dc5

Observation 6bd333f3-fdd5-498e-9c6c-573a38127f73 · outbound

This paper cites Qwen-Image Technical Report.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Qwen-Image Technical Report

Reference 14

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no resolver link, observed 2026-08-05T04:16:44.024336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.024336Z digest=sha256:78181ef2cf6853136e459a962c4e27d2b410ea2e26b5bffb790f51ff76441767

Observation a5250d34-6149-4953-b815-68471ccb43eb · outbound

This paper cites Qwen-Image-2.0 Technical Report.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Qwen-Image-2.0 Technical Report

Reference 15

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unresolved
no resolver link, observed 2026-08-05T04:16:44.029029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.029029Z digest=sha256:e606bad76dc233a804c13aa95e08ac89545705009f3df4422ced74d541b3ab51

Observation 83bae0b6-6ddd-4971-88f4-643835041942 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 16

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unresolved
no resolver link, observed 2026-08-05T04:16:44.033577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.033577Z digest=sha256:75b02117487a8fe315b619290ae989043039170cfb5bef31e4bd7c130ccf6bfe

Observation feec8de9-0817-4620-91e8-bc0c017b540f · outbound

This paper cites A primer in BERTology: What we know about how BERT works.Transactions of the Association for Computational Linguistics,.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words A primer in BERTology: What we know about how BERT works.Transactions of the Association for Computational Linguistics,

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-05T04:16:44.925219Z

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.

source=pdf_text observed=2026-08-05T04:16:44.038108Z digest=sha256:ca322f7bc2792f580b019fdf516d7aadf502537d715f7eab65ec7b74c13b7af3

Observation e44eb607-0b95-4248-b67a-c5e46f71ed67 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 19

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unresolved
no resolver link, observed 2026-08-05T04:16:44.047484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.047484Z digest=sha256:5a1ad3c4fb1bdb869bd6c76ec8da66bab32b7e003e885c37ecaa44e4724b16f7

Observation 223728a5-9670-4d14-8cf8-8fa844ff9125 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Gemini: A Family of Highly Capable Multimodal Models

Reference 20

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unresolved
no resolver link, observed 2026-08-05T04:16:44.052245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.052245Z digest=sha256:b836f71da2c87d5f6d1f4482256b7d8cb33ccc134dabdd390e4293bae7b2759d

Observation 1d7ad6ec-a325-4444-92ab-ff9407dabc1d · outbound

This paper cites Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet

Reference 21

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no resolver link, observed 2026-08-05T04:16:44.056794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.056794Z digest=sha256:ead68316dbacf66df78c381286642998fd43b5546a7637c5dd84921692a5e2f2

Observation e5d095d6-a8ba-4469-a7b1-74eb0b89590a · outbound

This paper cites The Llama 3 Herd of Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words The Llama 3 Herd of Models

Reference 22

Resolution
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no resolver link, observed 2026-08-05T04:16:44.061976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.061976Z digest=sha256:3a3cee3123457870d4d83599ecce87057f6af8cf4403cb61c0ed6115c43910a0

Observation 2d7132a3-f295-41b0-9ed6-ccd640daf58f · outbound

This paper cites Localized Cultural Knowledge is Conserved and Controllable in Large Language Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Localized Cultural Knowledge is Conserved and Controllable in Large Language Models

Reference 23

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no resolver link, observed 2026-08-05T04:16:44.066352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.066352Z digest=sha256:21e4fab7dce41a98031137ea55451fa5ed375d52abb1c213380e2d441dbb5454

Observation 310a4865-ac1c-49d4-a831-da990f1aa6b2 · outbound

This paper cites SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL

Reference 24

Resolution
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no resolver link, observed 2026-08-05T04:16:44.070951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.070951Z digest=sha256:a615b6c827b1299a01dc68d5114f46447d590678806cfefc1112742deed7ca0f

Observation bd37e559-c460-4635-b438-ea3fea68350c · outbound

This paper cites Ethical and social risks of harm from Language Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Ethical and social risks of harm from Language Models

Reference 25

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no resolver link, observed 2026-08-05T04:16:44.075604Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.075604Z digest=sha256:2b852bc38131da45235978ab29b3b5ed7abc687886c866c9fe11cd97bbb635ca

Observation c7a3cbe0-0ae3-48dd-9ade-255b2ca6a624 · outbound

This paper cites Schr\"{o}dinger's Bat: Diffusion Models Sometimes Generate Polysemous Words in Superposition.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Schr\"{o}dinger's Bat: Diffusion Models Sometimes Generate Polysemous Words in Superposition

Reference 26

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verified exact
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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.

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Observation cdda7e91-1909-4697-b4ea-5e8e06f331e5 · outbound

This paper cites Wu, Ryan Liu, Xuechunzi Bai, and Thomas L.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Wu, Ryan Liu, Xuechunzi Bai, and Thomas L

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:16:44.909809Z

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.

source=pdf_text observed=2026-08-05T04:16:44.084783Z digest=sha256:2cf58010675e5f30b7c8edb9c46b2c6079e48db7feada18fb6ee9c05b1f94b34

Observation e822314d-57b4-43ac-a048-3db739f1de15 · outbound

This paper cites GLM-5.1 model card.https://huggingface.co/zai-org/GLM-5.1, 2026a.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words GLM-5.1 model card.https://huggingface.co/zai-org/GLM-5.1, 2026a

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:16:44.894069Z

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.

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Observation 955ba44e-e839-43d4-a0c9-371e8181d814 · outbound

This paper cites imagine”) control used in the stated-versus-revealed analysis instead asks: What image comes to mind when you think of the word “{word}.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words imagine”) control used in the stated-versus-revealed analysis instead asks: What image comes to mind when you think of the word “{word}

Reference 29

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malformed identifier
raw_fallback, observed 2026-08-05T04:16:44.878293Z

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.

source=pdf_text observed=2026-08-05T04:16:44.094734Z digest=sha256:70d75cd00d45181f2d25e20f67a5b312494bc4544895992e30770bd382bfb703

Observation f81cede1-b588-4f30-bc64-c1625078621d · outbound

This paper cites GPT-4o System Card.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words GPT-4o System Card

Reference 2009

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unresolved
no resolver link, observed 2026-08-05T04:16:44.009957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9f5c2dba-bb4c-4022-b778-29ed4502b2bb · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words On the Opportunities and Risks of Foundation Models

Reference 2016

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Observation cce8af2f-bd0a-4aa5-a5cc-251d5763bb12 · outbound

This paper cites ADAM: A diverse archive of mankind for evaluating and enhancing LLMs in biographical reasoning.arXiv preprint arXiv:2509.22991,.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words ADAM: A diverse archive of mankind for evaluating and enhancing LLMs in biographical reasoning.arXiv preprint arXiv:2509.22991,

Reference 2017

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verified exact
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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.

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Observation 96b168d5-21d6-4e2c-967e-e6eea45aaeed · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 2019

Resolution
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no resolver link, observed 2026-08-05T04:16:43.989331Z

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Unavailable: canonical work link unavailable.

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Observation ea87f481-2833-4995-91e7-e3b0dc812a53 · outbound

This paper cites Pick- ing on the same person: Does algorithmic monoculture lead to outcome homogenization? InNeurIPS,.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Pick- ing on the same person: Does algorithmic monoculture lead to outcome homogenization? InNeurIPS,

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:16:44.972849Z

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.

source=pdf_text observed=2026-08-05T04:16:43.968032Z digest=sha256:c16409ab6ac3f96b69d2912dd7afd29630cda8fc0930d8fbb30da8cb04e92f68

Observation 19153c26-2f8c-4770-80b7-9482d6d35b15 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2022

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unresolved
no resolver link, observed 2026-08-05T04:16:44.042794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:44.042794Z digest=sha256:4ed19576f4b3f3a15cc6635305db087cf70534a85de91313ff1a2f937e07fad7

Observation 93397e00-5aaa-4e21-a254-a425df26ab11 · outbound

This paper cites Testing Relational Understanding in Text-Guided Image Generation.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Testing Relational Understanding in Text-Guided Image Generation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-05T04:16:43.983809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:16:43.983809Z digest=sha256:2e7f516d85fbb774053369d034a2da408f700a8727fce2aade1990fc406a0b48

Observation b2e06eab-2b23-4b2f-b185-9c9eb90a91b6 · outbound

This paper cites GPT-5 system card.https://openai.com/index/gpt-5-system-card/, 2025a.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words GPT-5 system card.https://openai.com/index/gpt-5-system-card/, 2025a

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:16:44.940568Z

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.

source=pdf_text observed=2026-08-05T04:16:44.015063Z digest=sha256:cc37507a5dbe177a570dbce5176e8bf3d673162962c8d98acc40852c36e4f21a

Observation 6c6037b9-d377-4e98-bb76-a50b3991d917 · outbound

This paper cites Guess the Unified Model: How Much Can We Recover from Generated Images?.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Guess the Unified Model: How Much Can We Recover from Generated Images?

Reference 2025

Resolution
verified exact
local_arxiv, observed 2026-08-05T04:16:44.634080Z

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.

source=pdf_text observed=2026-08-05T04:16:43.978081Z digest=sha256:85953735590bd82876c5f62f8adf8b88ea624a4fcbb39c45954eda647b70cf30

Observation 19dff3de-914f-4b74-9f30-7cdab44ff692 · outbound

This paper cites Un-Doubling diffusion: LLM-guided disambigua- tion of homonym duplication.arXiv preprint arXiv:2509.21262,.

Where did the ambiguity go? Examining how multimodal models interpret polysemous words Un-Doubling diffusion: LLM-guided disambigua- tion of homonym duplication.arXiv preprint arXiv:2509.21262,

Reference 2026

Resolution
verified exact
arxiv_id, observed 2026-08-05T04:16:44.579514Z

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.

source=pdf_text observed=2026-08-05T04:16:44.000182Z digest=sha256:29726b9d9ac34263b9f4e257c2a655fb9d6912b3ae5a54e983e49ed533bd9280

Pith citing papers

No inbound Pith citation observations are available.