Paper Citation Record · LEDGER

Large Language Models Do Not Always Need Readable Language

As of 9 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2606.19857.

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

pith.paper-citation-record.v1
2606.19857 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T17:46:11.451817Z

measured 59 of 59 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 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

59 of 59 outbound references displayed

verified exact5
verified fuzzy0
unresolved50
parse uncertain0
malformed identifier1
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80134a7c-12ff-4d15-a8e7-32ea4f018c55 · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

Large Language Models Do Not Always Need Readable Language GLM-5: from Vibe Coding to Agentic Engineering

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:39:30.538254Z

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 b7f5d6ce-f9aa-4482-ab04-ebaa70d2a14d · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

Large Language Models Do Not Always Need Readable Language Kimi K2.5: Visual Agentic Intelligence

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:39:30.538025Z

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 86f916e2-e807-4471-b878-ca056b40a7a1 · outbound

This paper cites InProceedings of the 2023 Conference on Empirical Methods in Natu- ral Language Processing, pages 6342–6353, Singa- pore.

Large Language Models Do Not Always Need Readable Language InProceedings of the 2023 Conference on Empirical Methods in Natu- ral Language Processing, pages 6342–6353, Singa- pore

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:39:30.535160Z

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 c9b7a5a2-e872-45fe-95d9-97eed54da527 · outbound

This paper cites A Scalable Communication Protocol for Networks of Large Language Models.

Large Language Models Do Not Always Need Readable Language A Scalable Communication Protocol for Networks of Large Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:39:30.541835Z

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 1e13986e-9efe-45da-a309-c524bccf546d · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Large Language Models Do Not Always Need Readable Language MemGPT: Towards LLMs as Operating Systems

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:39:30.531900Z

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 bc701c50-631b-493c-a238-7a05fb77b924 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Large Language Models Do Not Always Need Readable Language Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:39:30.528904Z

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 4e727880-4604-4ef8-a295-a5fabc532be1 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

Large Language Models Do Not Always Need Readable Language A-MEM: Agentic Memory for LLM Agents

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:39:30.521949Z

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 00386365-825b-4496-9902-77faa1438fb1 · outbound

This paper cites MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent.

Large Language Models Do Not Always Need Readable Language MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:39:30.531572Z

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 e89f6485-c453-4cd7-9194-7ec822c718e5 · outbound

This paper cites Symbolic prompting is another nearby direction.

Large Language Models Do Not Always Need Readable Language Symbolic prompting is another nearby direction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 447bcce4-98d4-4122-bfea-e70e92573d17 · outbound

This paper cites LLM-native high-density communication language.

Large Language Models Do Not Always Need Readable Language LLM-native high-density communication language

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c48a2aa7-9fd8-4866-b049-dabd9dd36191 · outbound

This paper cites ,→ ,→ ,→.

Large Language Models Do Not Always Need Readable Language ,→ ,→ ,→

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4982f2b2-4b40-4780-a7c5-6748bafb1438 · outbound

This paper cites ,→ ,→ ,→.

Large Language Models Do Not Always Need Readable Language ,→ ,→ ,→

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b8c206b-ddbf-44f6-a504-425ba2f2ae93 · outbound

This paper cites Dynamically invent the most token-efficient special single-character separators/anchors for the text you are processing.

Large Language Models Do Not Always Need Readable Language Dynamically invent the most token-efficient special single-character separators/anchors for the text you are processing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38f4faed-d6e9-4c8c-b6d4-db4901f60694 · outbound

This paper cites Do not confuse ownership or dependency relations.

Large Language Models Do Not Always Need Readable Language Do not confuse ownership or dependency relations

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65feb16-d25f-4bdb-9c30-931994ae9bf0 · outbound

This paper cites Estimation or rounding is strictly forbidden.

Large Language Models Do Not Always Need Readable Language Estimation or rounding is strictly forbidden

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4d223ce-ed31-45fb-a4ad-17991d81bd27 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50c369fc-0c6e-4998-b3f9-322373dc71c8 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 262fd986-557d-44d6-a9c2-dcad75dae3cd · outbound

This paper cites adaptive Babel-Telegraph.

Large Language Models Do Not Always Need Readable Language adaptive Babel-Telegraph

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9021d06c-1bee-4b98-be9b-10b0314f7b71 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b39583f-056e-47d1-ad2d-fd3333d9500f · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 570d2586-0925-4728-8e60-ae59405fa756 · outbound

This paper cites Do not wrap them in token-costly JSON/array brackets.

Large Language Models Do Not Always Need Readable Language Do not wrap them in token-costly JSON/array brackets

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbf680f1-8df5-42a3-a7ac-b26c3d7965ad · outbound

This paper cites Babel-Telegraph.

Large Language Models Do Not Always Need Readable Language Babel-Telegraph

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a56d3b4-09d6-4140-a8e6-321d627d93eb · outbound

This paper cites NEVER interpolate missing data; use`@Uncertain`for ambiguous estimates.

Large Language Models Do Not Always Need Readable Language NEVER interpolate missing data; use`@Uncertain`for ambiguous estimates

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fe1d59-b248-4202-8973-5db10957deaf · outbound

This paper cites LLM-native high-density communication language.

Large Language Models Do Not Always Need Readable Language LLM-native high-density communication language

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbddf178-c846-41db-b7c0-84a5abc1de9c · outbound

This paper cites Babel-Telegraph.

Large Language Models Do Not Always Need Readable Language Babel-Telegraph

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48adda2f-916c-45ee-9621-864dc81404b8 · outbound

This paper cites Babel-Telegraph.

Large Language Models Do Not Always Need Readable Language Babel-Telegraph

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dcebb6f-4c0f-4929-be84-1d4599347ad8 · outbound

This paper cites On first occurrence,`@[abbrev=full name]`may be used to define abbreviations.

Large Language Models Do Not Always Need Readable Language On first occurrence,`@[abbrev=full name]`may be used to define abbreviations

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ee0693b-170a-426d-ace6-4279c49c1879 · outbound

This paper cites Flatten parallel items as`[A,B,C]`.,→.

Large Language Models Do Not Always Need Readable Language Flatten parallel items as`[A,B,C]`.,→

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97b4cebd-757e-4422-952c-bfc5e3a360c3 · outbound

This paper cites Never estimate.

Large Language Models Do Not Always Need Readable Language Never estimate

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cba2eb91-711d-4e48-a5c8-4d0aada17582 · outbound

This paper cites For relative relations, use`>,<,==,!=,=>,<=>`.,→.

Large Language Models Do Not Always Need Readable Language For relative relations, use`>,<,==,!=,=>,<=>`.,→

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48eee777-9836-4f45-b230-db9df6d67cff · outbound

This paper cites Use `forallparent:{child1,child2}`for nesting/hierarchy.,→.

Large Language Models Do Not Always Need Readable Language Use `forallparent:{child1,child2}`for nesting/hierarchy.,→

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 246d3085-500f-47a9-8f20-4fa0d3027902 · outbound

This paper cites Use`!object:detail`for exceptions/boundaries.

Large Language Models Do Not Always Need Readable Language Use`!object:detail`for exceptions/boundaries

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2503b4a-85e8-4f20-be98-a200693eab12 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b8cc10b-585e-47b0-915a-38fc3b1385bf · outbound

This paper cites Strictly use`NULL`or`?`for missing data.

Large Language Models Do Not Always Need Readable Language Strictly use`NULL`or`?`for missing data

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35b09867-6d9e-4a15-b8eb-4508f50104da · outbound

This paper cites Extract `Meta:[K=V]`and define acronyms via `Def:[Term=FullName]`on first use.

Large Language Models Do Not Always Need Readable Language Extract `Meta:[K=V]`and define acronyms via `Def:[Term=FullName]`on first use

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe4b2511-4f73-4e82-9441-2e266558fc8f · outbound

This paper cites Flatten parallel items into arrays`[A, B]`.

Large Language Models Do Not Always Need Readable Language Flatten parallel items into arrays`[A, B]`

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 639de229-53d7-4bde-ab3b-61151a5f85e6 · outbound

This paper cites ,→ ,→ ,→.

Large Language Models Do Not Always Need Readable Language ,→ ,→ ,→

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8258920e-9657-4f24-b938-a3490965d5af · outbound

This paper cites Use (`>,<,=,->,!=`) for relative or causal relations.

Large Language Models Do Not Always Need Readable Language Use (`>,<,=,->,!=`) for relative or causal relations

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f92224fa-a70a-4ae5-a2e9-1c1416d4f9be · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 045a3879-0ec4-4462-a5c2-bd2764f0eeec · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8292d91-29f1-43fa-9696-82579e1a11ee · outbound

This paper cites Use`Matrix:[Ent(X) vs Ent(Y)]` for multi-condition data and`Ref:[A vs B]`for contrasting systems.

Large Language Models Do Not Always Need Readable Language Use`Matrix:[Ent(X) vs Ent(Y)]` for multi-condition data and`Ref:[A vs B]`for contrasting systems

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41b9e221-564c-4de5-8d75-a519b3e881db · outbound

This paper cites LLM-native high-density communication language.

Large Language Models Do Not Always Need Readable Language LLM-native high-density communication language

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b63f977-7975-45b3-9ff6-0d98494f577e · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a91304-95e5-4f84-abe6-3bd76df72721 · outbound

This paper cites ,→ ,→ ,→.

Large Language Models Do Not Always Need Readable Language ,→ ,→ ,→

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a2a4a7f-f1d0-460c-8937-a66ddb59844d · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82ed38a8-008f-48e8-ba06-a41412760520 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a5ad3cb-795b-4171-b325-5fe23d311e24 · outbound

This paper cites Babel-Telegraph.

Large Language Models Do Not Always Need Readable Language Babel-Telegraph

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baccb833-742a-4f42-b70f-cdde08ba64e6 · outbound

This paper cites Babel-Telegraph.

Large Language Models Do Not Always Need Readable Language Babel-Telegraph

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d413adca-4a60-4715-9686-8c47533f4113 · outbound

This paper cites Use `@entity(K:V)`to bind attributes.,→.

Large Language Models Do Not Always Need Readable Language Use `@entity(K:V)`to bind attributes.,→

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e19dc365-839e-4c55-810e-671933d81bd7 · outbound

This paper cites Use`$parameter:V(unit)`for values.,→.

Large Language Models Do Not Always Need Readable Language Use`$parameter:V(unit)`for values.,→

Reference 68

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7225b08a-5132-410c-a182-889e45656f91 · outbound

This paper cites Use`?[condition]=>[action]`to express logical branches.

Large Language Models Do Not Always Need Readable Language Use`?[condition]=>[action]`to express logical branches

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74e36154-4632-47bc-bb10-46fb616f2de6 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a00dcc82-fb3f-4774-a900-b2e326d46217 · outbound

This paper cites 2ndInstCivJudg.

Large Language Models Do Not Always Need Readable Language 2ndInstCivJudg

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510d4836-1b9c-44a0-bcbc-400f5a01bc15 · outbound

This paper cites K§15=>cert 180d post-deliv.

Large Language Models Do Not Always Need Readable Language K§15=>cert 180d post-deliv

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ecd379d-c856-4dca-bb79-82c315dce4a2 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb4b5100-77f4-4d6e-b436-070bfae17e78 · outbound

This paper cites Cap 3y pre-suit=>52531.

Large Language Models Do Not Always Need Readable Language Cap 3y pre-suit=>52531

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f53535a2-5417-4c4d-9ce7-515b413a0046 · outbound

This paper cites an unresolved cited work.

Large Language Models Do Not Always Need Readable Language Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68fb4405-50d4-4c99-8a57-06ead9d6090a · outbound

This paper cites Ev=>Claim active 2013-03+.

Large Language Models Do Not Always Need Readable Language Ev=>Claim active 2013-03+

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26e4a8da-1284-4b87-823e-b4c2f73db7a1 · outbound

This paper cites borrow qual=invalid.

Large Language Models Do Not Always Need Readable Language borrow qual=invalid

Reference 77

Resolution: malformed identifier; no resolver link, observed 2026-06-26T17:46:11.451817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.