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Paper Citation Record · LEDGER

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate

As of 22 July 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2604.14210.

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

pith.paper-citation-record.v1
2604.14210 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:20:12.265548Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-22T06:31:00.163083+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-08T06:55:40.830922Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T07:04:44.512087Z

Reference resolution

18 of 18 outbound references displayed

  • verified exact7
  • verified fuzzy9
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48840421-f425-457e-b08d-d096b2645ea5 · outbound

This paper cites Chinese is more efficient for llm coding - try it now!https://www.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Chinese is more efficient for llm coding - try it now!https://www

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.237803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:a51460a9c36e6bd49b6b0a3eeead8694c776b6db36dbe619771aea453ed4d42a

Observation ad7d91c2-6ea4-46d4-995f-16a518508888 · outbound

This paper cites Raising the bar on swe- bench verified with claude 3.5 sonnet.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Raising the bar on swe- bench verified with claude 3.5 sonnet

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.232485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:8cf8075fd03a721ab828b0686dd86574b9460b9ccfe7987f511356c3dafa42e4

Observation f253861b-61b8-40ae-9e61-df4920e7e8a9 · outbound

This paper cites Japanese is the most expensive language in terms of input to- kens.https://dylancastillo.co/ til/counting-tokens.html.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Japanese is the most expensive language in terms of input to- kens.https://dylancastillo.co/ til/counting-tokens.html

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.240824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:4c2971b1c80b58dad395d9d5261e793e8b8a92dd892be80dd8dbc61249d26ac4

Observation f11b55d5-bfd1-47f1-b332-b3e6c6ce5fa0 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Evaluating Large Language Models Trained on Code

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-10T23:05:51.469730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:7fbd62f4cc213b3a437b8210b645a4f66e942fcaa745ace8445cd4fda0998f00

Observation 41504501-48dc-4a61-8f04-ecbc205418e6 · outbound

This paper cites Efficient and Effective Text Encoding for Chinese LLaMA and Alpaca.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Efficient and Effective Text Encoding for Chinese LLaMA and Alpaca

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:05:51.487194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:0f6e31b9cb171a5dca0e35a1848e7e413aeedb5036caff82718415306586b1c6

Observation 3bce6aed-a694-4777-b803-7fde9d45564e · outbound

This paper cites Quenching jets increases their flavor.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Quenching jets increases their flavor

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T23:05:51.460386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:a3ef92c01dd1b844b7e006321bdbea8e31e4bdd79abae85efb2e80e63393fd5e

Observation f1fdad8c-1d74-4add-ab52-4c4cac062876 · outbound

This paper cites Chiral Optical Tamm States at the Interface between a Cholesteric and an All-Dielectric Polarization-Preserving Anisotropic Mirror.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Chiral Optical Tamm States at the Interface between a Cholesteric and an All-Dielectric Polarization-Preserving Anisotropic Mirror

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:05:51.450358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:50f8ad4d32e5f72362f5c2c66ae343d83e56d5ced7184436e2ab867eaf6e2b89

Observation 112913ba-b579-444c-85c2-6780b6613e8c · outbound

This paper cites Introducing swe-bench ver- ified.https://openai.com/ index/introducing-swe-bench- verified/.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Introducing swe-bench ver- ified.https://openai.com/ index/introducing-swe-bench- verified/

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.227893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:71d5f08fd1ffd8b3755a1963422119b7770eb2580a06d586479800ca44ce9816

Observation 2a1bd74d-8c88-46ad-b401-a8602273a9ee · outbound

This paper cites HumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate HumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:05:51.479693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:bbd2890aad89b5668708ecaaf1c09264284214a67f32576fc2dfc69c23ba7f9d

Observation 3f210d52-71ee-4ae2-a504-ece0ca3fd940 · outbound

This paper cites Torr, and Adel Bibi.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Torr, and Adel Bibi

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.224330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:84ee289d553b2e75e12d4d3c983de926c9ec1f715c5f2de19edd14302be6e97b

Observation 76eb942f-3704-4f1d-a878-c2e45878c0cf · outbound

This paper cites How multilingual is multilingual BERT? In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 4996–5001.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate How multilingual is multilingual BERT? In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 4996–5001

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.220556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:22107bb0c4ddc93ad26ee0ace8d79a34f3dddb5a0b627cbe43382220c02827a3

Observation cb21f107-d2e3-4536-9811-0e18f47db918 · outbound

This paper cites Neural Machine Translation of Rare Words with Subword Units.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Neural Machine Translation of Rare Words with Subword Units

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-12T15:15:20.428834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:59885e90860548427d0fe4f3f16c556cc6b76cf3c094f72381f8c7a68ef1e475

Observation e22fcfc5-8fad-4c25-8b05-e802a9342063 · outbound

This paper cites an unresolved cited work.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Unresolved cited work

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.223257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:0a6a9c1f1f75d221a7cd380bd107be8e297f922ace8e198a4e0f25e5a5b9e607

Observation 68080db7-e7e6-4343-a039-96322ed1141c · outbound

This paper cites AI — 2025 stack Over- flow developer survey.https://survey.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate AI — 2025 stack Over- flow developer survey.https://survey

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.218373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:0ffe9947957adf74a5030137b06da7bea91bfa397a1146e170b6a91bf13403d1

Observation b95c88b4-8db2-45ca-91a6-3cade658bb4d · outbound

This paper cites engines of growth.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate engines of growth

Reference 15

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T23:05:51.420180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:47d650491515139d8d15cc0cd1fb1a50efa98f03ec146d5fbc35c2b34984bdf6

Observation 1fa520f8-8d84-4506-88fe-2c2fa04b3d79 · outbound

This paper cites Eight months in, Swedish unicorn Lovable crosses the $100M ARR milestone.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Eight months in, Swedish unicorn Lovable crosses the $100M ARR milestone

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:50:41.215683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:c112299f2566212ca2ad76f4e6bd29e93209ef60a0a5d3fe27a019d5820313c9

Observation 93b76f58-7ba2-4a7c-affc-32154c46ce26 · outbound

This paper cites Qwen2 Technical Report.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate Qwen2 Technical Report

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-10T23:05:51.411454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:04fe7a240919d40b2cc92062c44677f8586214e8fff6d7bae0ac73b2bb88050d

Observation 6c0b0141-7624-44bd-9745-7f96f6792b26 · outbound

This paper cites M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Models.

Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Models

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:05:51.432150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-10T19:20:12.265548Z digest=sha256:e5e663b7ab3304fa466a5d1a18f055204a101598589af894433610e888e6960f

Pith citing papers

Observation 0ca0ded3-5e99-4bcd-a11d-58e9d76180c3 · inbound

RuBench: A Repository-Level Agentic Coding Benchmark with Natively Authored Russian Task Specifications cites this paper.

RuBench: A Repository-Level Agentic Coding Benchmark with Natively Authored Russian Task Specifications Chinese Language Is Not More Efficient Than English in Vibe Coding: A Preliminary Study on Token Cost and Problem-Solving Rate

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-07-08T07:04:44.514208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-07-08T06:55:40.830922Z digest=sha256:0d3df0f65e95d283e514bd1e32a1b4b452a7f62ffe14b7660486fd682c11d6e1