Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:38:24.388304Z
Paper Citation Record · LEDGER
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications
As of 8 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2505.14354.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy3
- unresolved15
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e60c2b55-72b0-48ba-acaf-3f069047bbde · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:27.555282Z
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 aa866945-27c9-4c84-8f29-c3a8cd5f0528 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:27.399374Z
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 a36cfceb-2245-4ed2-85ac-9d1e0b337ca0 · outbound
This paper cites DeepSeek-V3 Technical Report.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications DeepSeek-V3 Technical Report
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:38:22.955068Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e213db5c-a786-41ba-9ab1-c91aebb29984 · outbound
This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:38:23.033365Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4070aeca-2a9a-48fd-bc69-5b120375e5f0 · outbound
This paper cites IEEE Wireless Com- munications, 31(3):140–147.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications IEEE Wireless Com- munications, 31(3):140–147
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:38:27.988978Z
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 63d02d27-f22c-4062-88ca-32462e8ccad2 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:25.224819Z
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 15f81ca3-4962-4a0d-a406-b800193fa43f · outbound
This paper cites TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:38:23.151260Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23b15918-f9cc-42d0-a6bc-106c354c0282 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:27.146014Z
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 3bdd1421-fde9-440f-98c9-2a6bc2a2c9da · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:26.963984Z
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 b88643e2-f0ca-47e4-8c0a-e67820da4e61 · outbound
This paper cites This protocol ensured that all questions accu- rately reflected real-world wireless communica- tions challenges while maintaining clear formu- lation and unambiguous answers.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications This protocol ensured that all questions accu- rately reflected real-world wireless communica- tions challenges while maintaining clear formu- lation and unambiguous answers
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:38:26.729581Z
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 0cee5eff-93c2-41a6-aa13-3592d76df790 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:26.410996Z
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 4b8daa8b-7938-4642-aaa1-a46a7d1d4515 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:26.152135Z
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 1e0ad6e7-0905-47eb-aa3c-ab6be26863b3 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:25.938242Z
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 d1e77693-07b4-42ef-b6de-0cda21581cc6 · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:25.729882Z
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 e9217187-46e9-4ed3-bae1-40781469145b · outbound
This paper cites an unresolved cited work.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:38:25.433271Z
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 b6b6e395-f919-4c8d-82d1-6d6b976317a6 · outbound
This paper cites explanation.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications explanation
Reference 19
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T15:38:24.949930Z
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 eabc2031-ca78-4706-b338-b92fbde01566 · outbound
This paper cites In International Conference on Learning Representations.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications In International Conference on Learning Representations
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:38:27.757206Z
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 9083e59b-3e7b-4728-8869-b119ee8397a7 · outbound
This paper cites In The 2023 Conference on Empirical Methods in Natural Language Processing.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications In The 2023 Conference on Empirical Methods in Natural Language Processing
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:38:22.786058Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43e72c5a-8000-4043-b863-fbe025374ab7 · outbound
This paper cites Mistral 7B.
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications Mistral 7B
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:38:22.868597Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.