Paper Citation Record · LEDGER

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs

As of 23 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2506.20544.

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

pith.paper-citation-record.v1
2506.20544 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:51:33.977816Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:26:49.861929Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy6
unresolved33
parse uncertain0
malformed identifier2
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 202a854a-7252-4072-bf61-2c90602a1c3e · outbound

This paper cites The multilingual alignment prism: Aligning global and local preferences to reduce harm.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs The multilingual alignment prism: Aligning global and local preferences to reduce harm

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:51:35.117201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6d5c9a69-49d2-4515-8a49-1afd4f7baacd · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Training Verifiers to Solve Math Word Problems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.375869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f7fee0-91ea-413e-b505-dd874fc662b5 · outbound

This paper cites TICKing All the Boxes: Generated Checklists Improve LLM Evaluation and Generation.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs TICKing All the Boxes: Generated Checklists Improve LLM Evaluation and Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.477804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e71b1a1-c2cf-45cd-b007-c1525cf62970 · outbound

This paper cites Aya Expanse: Combining Research Breakthroughs for a New Multilingual Frontier.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Aya Expanse: Combining Research Breakthroughs for a New Multilingual Frontier

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.541209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6231663b-0b18-4ca7-ab09-cdb9c90fb386 · outbound

This paper cites Aya Vision: Advancing the Frontier of Multilingual Multimodality.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Aya Vision: Advancing the Frontier of Multilingual Multimodality

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.594904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b43c1c1d-0402-4cd3-abe3-8ab123e33216 · outbound

This paper cites Optimizing Temperature for Language Models with Multi-Sample Inference.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Optimizing Temperature for Language Models with Multi-Sample Inference

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.674935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 856317a5-b4d3-404f-8400-e5fab7756464 · outbound

This paper cites doi:10.18653/v1/2022.sumeval-1.4.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2022.sumeval-1.4

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.931746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4cd9541-8f40-492b-9c53-abe7d5429427 · outbound

This paper cites doi:10.18653/v1/2022.naacl-main.100.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2022.naacl-main.100

Reference 15

Resolution: verified exact; doi, observed 2026-08-06T22:51:34.108705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6a3f604f-3571-4d5f-8714-6d31e80dedc0 · outbound

This paper cites doi:10.18653/v1/2023.findings-emnlp.617.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2023.findings-emnlp.617

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:32.187273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efef82c8-fc47-4fb1-b1ee-f585b8daaa35 · outbound

This paper cites Test-Time Scaling with Repeated Sampling Improves Multilingual Text Generation.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Test-Time Scaling with Repeated Sampling Improves Multilingual Text Generation

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T22:51:34.734802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8ee80696-1991-49f0-bf46-8aeceeb40a8c · outbound

This paper cites Truncation sampling as language model desmoothing.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Truncation sampling as language model desmoothing

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:51:35.102925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0ca26544-0262-40ea-b510-9418da3c77c3 · outbound

This paper cites doi:10.18653/v1/2022 .findings-emnlp.249.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2022 .findings-emnlp.249

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:32.447490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 142d72a3-808d-4e8b-b37a-a1be4fb61ec3 · outbound

This paper cites On the Limitations of Compute Thresholds as a Governance Strategy.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs On the Limitations of Compute Thresholds as a Governance Strategy

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:32.552982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 216f3de3-2cc4-4205-9185-cba5d822d8d0 · outbound

This paper cites doi:10.18653/v1/2024.emnlp-main.248.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2024.emnlp-main.248

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:32.760606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4900094-aeed-4cab-b4b7-eefd52434eb4 · outbound

This paper cites D\'ej\`a Vu: Multilingual LLM Evaluation through the Lens of Machine Translation Evaluation.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs D\'ej\`a Vu: Multilingual LLM Evaluation through the Lens of Machine Translation Evaluation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:32.835809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b72a2e7-dd79-4bf4-a500-8c8c93a9e73d · outbound

This paper cites From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.116637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6880d70d-90fa-422f-9151-5b6345d59d7b · outbound

This paper cites Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 731f3500-245e-4009-a68a-8884abb5510f · outbound

This paper cites Multilingual Arbitrage: Optimizing Data Pools to Accelerate Multilingual Progress.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Multilingual Arbitrage: Optimizing Data Pools to Accelerate Multilingual Progress

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T22:51:34.497522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f78d4e9b-5e8e-4976-b850-c60bac2e9cb4 · outbound

This paper cites José Pombal, Dongkeun Yoon, Patrick Fernandes, Ian Wu, Seungone Kim, Ricardo Rei, Graham Neubig, and André FT Martins.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs José Pombal, Dongkeun Yoon, Patrick Fernandes, Ian Wu, Seungone Kim, Ricardo Rei, Graham Neubig, and André FT Martins

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.415578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e53e6636-16d6-4fd4-9c48-349410dfa75e · outbound

This paper cites The effect of sampling temperature on problem solving in large language models.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs The effect of sampling temperature on problem solving in large language models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:51:35.087641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0e456f8c-4caa-4b0c-b8f6-50fbaebe9f3d · outbound

This paper cites doi:10.18653/v1/2024.findings-emnlp.432.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2024.findings-emnlp.432

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.631654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abf588ac-1ab5-4f53-afc0-53fae2679acb · outbound

This paper cites Language Models are Multilingual Chain-of-Thought Reasoners.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Language Models are Multilingual Chain-of-Thought Reasoners

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.699995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b7191f1-3f9b-46fd-84c3-7a157bb482cf · outbound

This paper cites Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.746074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a61ac2f-7fdb-4bd7-9c29-bc8edc1c0392 · outbound

This paper cites The good, the bad, and the greedy: Evaluation of LLMs should not ignore non-determinism.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs The good, the bad, and the greedy: Evaluation of LLMs should not ignore non-determinism

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:51:35.069839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b385246d-087c-40d3-a5b0-8bf2b720d000 · outbound

This paper cites ISBN 979-8-89176-189-6.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs ISBN 979-8-89176-189-6

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.896737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ba5ad5-8ab6-421c-b97e-b51e6e8960cf · outbound

This paper cites Nandan Thakur, Jianmo Ni, Gustavo Hernandez Abrego, John Wieting, Jimmy Lin, and Daniel Cer.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Nandan Thakur, Jianmo Ni, Gustavo Hernandez Abrego, John Wieting, Jimmy Lin, and Daniel Cer

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:51:35.055837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 006046f5-6cd0-495c-a7bb-b186084f5da5 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs LLaMA: Open and Efficient Foundation Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.938443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 711238b1-745b-48a5-b87b-13e2fc02b19c · outbound

This paper cites Aya Model: An Instruction Finetuned Open-Access Multilingual Language Model.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Aya Model: An Instruction Finetuned Open-Access Multilingual Language Model

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.942719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e077090a-7ba5-4c32-8c37-46c2b97c1ef3 · outbound

This paper cites HelpSteer2: Open-source dataset for training top-performing reward models.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs HelpSteer2: Open-source dataset for training top-performing reward models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.947555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9afff957-00a7-4013-bd9c-ce9f3f3aeccd · outbound

This paper cites Qwen3 Technical Report.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Qwen3 Technical Report

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.951567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8e9c15e-c705-4b13-aaaf-41a1d6c75704 · outbound

This paper cites A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.958701Z

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Unavailable: canonical work link unavailable.

Observation 72d5917b-081a-4516-94d8-9d5889f10488 · outbound

This paper cites non-thinking.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs non-thinking

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.964273Z

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Observation 892f681b-3e5d-4b35-ba09-6ac1a6e15e23 · outbound

This paper cites For the larger models (Command A and Gemini 2.0 Flash), we use their dedicated hosted APIs.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs For the larger models (Command A and Gemini 2.0 Flash), we use their dedicated hosted APIs

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:51:35.041279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 345d5332-1b28-46f0-99f4-3b1132840ee8 · outbound

This paper cites an unresolved cited work.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:51:35.025440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a641f6b1-b082-473c-8bb3-1843ae726ba0 · outbound

This paper cites "" Listing 1: Prompt Used for Checklisted One Pass Selection (CHOPS) 30.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs "" Listing 1: Prompt Used for Checklisted One Pass Selection (CHOPS) 30

Reference 45

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T22:51:35.010437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5e49df43-588e-4519-9942-cbf9673ced1d · outbound

This paper cites Mix Data or Merge Models? Optimizing for Diverse Multi-Task Learning.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Mix Data or Merge Models? Optimizing for Diverse Multi-Task Learning

Reference 1985

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:51:31.140715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f43ed24-4934-4fbc-b156-7c414d5e0c56 · outbound

This paper cites doi: 10.3115/1118693.1118712.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi: 10.3115/1118693.1118712

Reference 2002

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T22:51:34.678074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dc75093a-1cbf-4fe9-ac2f-4e04a55e7a80 · outbound

This paper cites Inference scaling{F} laws: The limits of llm resampling with imperfect verifiers.arXiv preprint arXiv:2411.17501,.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Inference scaling{F} laws: The limits of llm resampling with imperfect verifiers.arXiv preprint arXiv:2411.17501,

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:33.930035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0438b746-3705-4ba6-9b15-978427cd7181 · outbound

This paper cites doi:10.18653/v1/P19-1365.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/P19-1365

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:32.658115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6605469c-5f16-4c6c-9113-c849ac341fc3 · outbound

This paper cites doi: 10.18653/v1/2020.coling-main.398.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi: 10.18653/v1/2020.coling-main.398

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.705795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c79f426-5b98-4af6-b000-1adf3952d832 · outbound

This paper cites Command A: An Enterprise-Ready Large Language Model.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Command A: An Enterprise-Ready Large Language Model

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.416271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 713f93b6-1420-4351-896e-d0f19c4552d0 · outbound

This paper cites doi:10.18653/v1/2022.emnlp-main.754.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs doi:10.18653/v1/2022.emnlp-main.754

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.840931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96aa17f4-26fe-4c4b-a835-34cc94713357 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.179346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05d70b5a-35ff-48c6-a973-cfdd8e8bb134 · outbound

This paper cites Do we truly need so many samples? multi-llm repeated sampling efficiently scale test-time compute.arXiv preprint arXiv:2504.00762,.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Do we truly need so many samples? multi-llm repeated sampling efficiently scale test-time compute.arXiv preprint arXiv:2504.00762,

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.239948Z

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Unavailable: canonical work link unavailable.

Observation 7155ebf7-3c9d-4c3e-9f65-d7a98096e1a0 · outbound

This paper cites Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations.

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T22:51:31.328888Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5b267ed0-5a3f-40ae-9f10-649ff7aa7441 · inbound

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer cites this paper.

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T13:26:49.861929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.