Paper Citation Record · LEDGER

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

As of 17 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 10 inbound Pith citation observations for arXiv:2502.07346.

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

pith.paper-citation-record.v1
2502.07346 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:07:22.583812Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:16:24.014998Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy7
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 6bad7a07-f3d3-4276-8e34-4d4720866751 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.869526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 070528b1-f937-4358-8be3-459695ddc114 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.856154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aac82a55-4720-4532-8a7b-b42171e1d376 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.484855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 624aaf0c-b0ee-462c-9093-398c728096ba · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.490174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b88d08e-aafc-422f-87df-cdd1708cbdf9 · outbound

This paper cites My final verdict is tie: [[A =B]].

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models My final verdict is tie: [[A =B]]

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:22.819910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a4d42ceb-2b0b-4e85-b988-23281d522e8a · outbound

This paper cites Matthew G.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Matthew G

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:23.031823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d18993a2-f9e5-4663-85bb-420db724b482 · outbound

This paper cites A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.518776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bd5eac4-15cb-40af-ba25-0d55dc898555 · outbound

This paper cites • Math Reasoning: We collect data from MGSM which evaluates the capability of LLM to solve math reasoning problems in multiple languages, focusing on grade-school level complexity.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models • Math Reasoning: We collect data from MGSM which evaluates the capability of LLM to solve math reasoning problems in multiple languages, focusing on grade-school level complexity

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:22.897586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 35f4b71d-a579-4e97-b9de-8cf520d6aae8 · outbound

This paper cites No meaning preserved.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models No meaning preserved

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:22.883215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d45a9a21-cc8a-4118-87f9-a5e094932311 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.541468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 834550b0-d84f-47fa-8369-4d6fb52ec470 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.833364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6a3ea05d-745a-4c80-9b3e-83a085129ae4 · outbound

This paper cites Only translate content in comments.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Only translate content in comments

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:22.806511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ff84a29d-7a30-4665-b823-c939508723bb · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.792627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation da4ae30e-9796-48d7-be0e-5c2e439d272b · outbound

This paper cites [User Message] {problem} Table 18: Prompt for translating the Function Completion task.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models [User Message] {problem} Table 18: Prompt for translating the Function Completion task

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:22.763692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 284da523-f5ba-415f-bd1d-927072ef8a45 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.777716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4c444337-4224-458a-89da-5fec57dc72e1 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.749983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a4b0792-0b94-4a46-9023-9d2442ce5158 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.736339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a13c286c-75c9-4541-bd1c-bfe471a1cc43 · outbound

This paper cites [User Message] {problem} Table 19: Prompt for translating the Problem Solving task.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models [User Message] {problem} Table 19: Prompt for translating the Problem Solving task

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:07:22.722352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8c43b53-0973-4521-9224-e299b6f2c310 · outbound

This paper cites an unresolved cited work.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Unresolved cited work

Reference 2006

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:07:22.910785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30b32b0b-17b8-47fc-b4bd-4c6e8eb92c36 · outbound

This paper cites InternLM2 Technical Report.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models InternLM2 Technical Report

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.473926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee0ca38-c572-490d-9659-5dad7169772e · outbound

This paper cites RULER: What's the Real Context Size of Your Long-Context Language Models?.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models RULER: What's the Real Context Size of Your Long-Context Language Models?

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.494775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bad54a6-ee1a-4694-843c-6ebc1b9cadd5 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.505427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e30f34c-278e-4466-bfaa-540fc3e6d816 · outbound

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

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.499646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb3e6816-1878-451c-8c04-f8f4646b7cda · outbound

This paper cites DeepSeek-V3 Technical Report.

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models DeepSeek-V3 Technical Report

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T13:07:22.479919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2b3083bb-29df-47a1-8522-a90132a8fb6a · inbound

LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation cites this paper.

LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:30.633186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1ce3ef5-add6-418e-a613-e2fe26eca464 · inbound

MultiNRC: A Challenging and Native Multilingual Reasoning Evaluation Benchmark for LLMs cites this paper.

MultiNRC: A Challenging and Native Multilingual Reasoning Evaluation Benchmark for LLMs BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:53:02.268714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98b06a8b-5a94-403e-9b1d-3900cf7dfc19 · inbound

English is Not All You Need: Systematically Exploring the Role of Multilinguality in LLM Post-Training cites this paper.

English is Not All You Need: Systematically Exploring the Role of Multilinguality in LLM Post-Training BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T11:11:01.375111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c69e8098-2699-4e5d-bd2d-87dc53a3bfe6 · inbound

Language as a Latent Variable for Reasoning Optimization cites this paper.

Language as a Latent Variable for Reasoning Optimization BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-09T21:43:31.010611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2d81cf49-6b9d-4525-941f-e5faccb86241 · inbound

A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM$\Delta$ Integration into Upcycled MoE cites this paper.

A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM$\Delta$ Integration into Upcycled MoE BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:13:13.601691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation be70c081-7c96-4f4a-966b-65516e0725b4 · inbound

XLGoBench: Detecting cross-lingual skill gaps with algorithmic tasks cites this paper.

XLGoBench: Detecting cross-lingual skill gaps with algorithmic tasks BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T23:12:46.542685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7c491e6e-40ca-4251-bd7a-d8ca2df05dbf · inbound

Cross-lingual Self-Consistency for Multilingual Reasoning with Language Models cites this paper.

Cross-lingual Self-Consistency for Multilingual Reasoning with Language Models BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:26:14.317825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a1f31fe5-d7ee-453f-811e-85a161d2a055 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 98

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T05:57:41.665957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 07c97628-a356-420c-8293-a32ed2ce7af5 · inbound

YOMI-Bench: A Benchmark for Evaluating Kanji Reading and Phonological Understanding of LLMs for Japanese cites this paper.

YOMI-Bench: A Benchmark for Evaluating Kanji Reading and Phonological Understanding of LLMs for Japanese BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:06:58.463450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2c3cb28e-25ab-48d7-9d20-b437b9268347 · inbound

On-Policy Delta Distillation for Multilingual Math Reasoning cites this paper.

On-Policy Delta Distillation for Multilingual Math Reasoning BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T23:16:24.014998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.