Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-10T02:18:26.031812Z
Paper Citation Record · LEDGER
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs
As of 12 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 0 inbound Pith citation observations for arXiv:2607.08734.
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 2026-08-12T06:34:41.77262+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
98 of 98 outbound references displayed
- verified exact33
- verified fuzzy52
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch11
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5876e228-af8e-4e5c-9471-8549f6df4a21 · outbound
This paper cites The Twelfth International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The Twelfth International Conference on Learning Representations,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.663846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e252cfa6-e9e3-423e-af3b-e1f00caa176c · outbound
This paper cites Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , year=.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , year=
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.662097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d8a9eb20-adda-4d12-a2b2-e132bc41f950 · outbound
This paper cites WinoGrande: An Adversarial Winograd Schema Challenge at Scale.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs WinoGrande: An Adversarial Winograd Schema Challenge at Scale
Reference 3
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:43.102356Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 28c54a12-5aab-475c-a031-b8bb3de733fd · outbound
This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:43.084499Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f82b248b-aa59-4fa6-9a1b-cc475c7450ab · outbound
This paper cites TruthfulQA: Measuring How Models Mimic Human Falsehoods.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs TruthfulQA: Measuring How Models Mimic Human Falsehoods
Reference 5
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:43.089762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2d4e13d9-2fdf-4917-ab6c-192479f53ba0 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Training Verifiers to Solve Math Word Problems
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:43.077742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c28741bc-7240-4305-83cf-a3c26e573508 · outbound
This paper cites Accuracy is Not All You Need , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Accuracy is Not All You Need , booktitle =
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.668960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ad9a806b-ab10-49d2-bfae-f4e151cdf051 · outbound
This paper cites Measuring Massive Multitask Language Understanding.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Measuring Massive Multitask Language Understanding
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:43.075537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation effaf790-5307-4a76-a5f1-4de041dc186c · outbound
This paper cites an unresolved cited work.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:46:43.667450Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 961691aa-7b86-434b-9365-d0449429cf43 · outbound
This paper cites 2025 , doi =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 2025 , doi =
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.671041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dfd67441-cda1-4c5f-815e-758c20f02310 · outbound
This paper cites an unresolved cited work.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:46:43.659950Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d296a0d9-4bd7-44c2-8799-cc61fcd72d6f · outbound
This paper cites Do Large Language Models Know What They Don't Know? , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Do Large Language Models Know What They Don't Know? , booktitle =
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.672684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e507056d-b1ab-4373-a8c6-1c3d950614e7 · outbound
This paper cites Smith , editor =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Smith , editor =
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.652009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f8328620-310c-4ca1-a08e-457cac3decd1 · outbound
This paper cites Thirty-Eighth.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Thirty-Eighth
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.677697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ce09fbcb-3bd9-485b-a59e-e9bf334cfc29 · outbound
This paper cites 9th International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 9th International Conference on Learning Representations,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.669236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1e1e0e63-fc28-415c-905b-cf0544d79e0d · outbound
This paper cites Proceedings of the 22nd Chinese National Conference on Computational Linguistics (Volume 2: Frontier Forum) , pages=.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Proceedings of the 22nd Chinese National Conference on Computational Linguistics (Volume 2: Frontier Forum) , pages=
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.641655Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 156fb4cb-7652-4aae-a490-2dfc8cd5d270 · outbound
This paper cites Yu and Qiang Yang and Xing Xie , title =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Yu and Qiang Yang and Xing Xie , title =
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.679571Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 63ff0551-b7df-4f13-9e82-4ad0c379faa7 · outbound
This paper cites 5th International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 5th International Conference on Learning Representations,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.688386Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a44e2608-d021-4bf5-bd06-300005b00a8f · outbound
This paper cites 2024 , howpublished =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 2024 , howpublished =
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.691806Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d2bf5ca1-c852-42d1-9680-fc59a02f0751 · outbound
This paper cites A Comprehensive Evaluation of Quantization Strategies for Large Language Models , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs A Comprehensive Evaluation of Quantization Strategies for Large Language Models , booktitle =
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.684874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 686f2ef5-7f5e-4cda-8377-3f4028f5aca0 · outbound
This paper cites QLoRA: Efficient Finetuning of Quantized LLMs , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs QLoRA: Efficient Finetuning of Quantized LLMs , booktitle =
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.710186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f8ecdf2c-0068-40b6-8551-0c9f365502e1 · outbound
This paper cites Mahoney and Kurt Keutzer , title =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Mahoney and Kurt Keutzer , title =
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.675979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation af5b3907-2ad9-4c14-b325-536d7473aa34 · outbound
This paper cites SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models , booktitle =
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.658391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 92efcf54-5657-4654-b544-abff122c6f4a · outbound
This paper cites Optimal Brain Compression:.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Optimal Brain Compression:
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.648609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 63fb4597-9a8f-4ba1-b920-afd2d7c2b8c3 · outbound
This paper cites Denker and Sara A.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Denker and Sara A
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.650268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 878811ed-24d5-4ec9-b73b-5117d673aeb2 · outbound
This paper cites 2024 , howpublished =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 2024 , howpublished =
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.656730Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c80023c6-f3bf-4fba-ae44-6fca7fe30718 · outbound
This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.106547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bd7f4d21-791e-4925-bcf4-c3f9c87da3ff · outbound
This paper cites Mahoney and Kurt Keutzer , editor =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Mahoney and Kurt Keutzer , editor =
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.643300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7cf99963-9e80-4896-a620-aaed1b95ec03 · outbound
This paper cites Liu , title =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Liu , title =
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.646975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3a3e8dcd-36c4-483c-8607-63b85e32e01b · outbound
This paper cites Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.092020Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1e298e3c-df2d-46f7-be02-bcf5bc8033a2 · outbound
This paper cites Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.094363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6b82543d-b110-4c4a-b597-5d190b7abe55 · outbound
This paper cites CoRR , volume =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs CoRR , volume =
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T02:26:43.097023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6e5c9f33-2a17-4e4c-b8ba-2d40e4239a1d · outbound
This paper cites Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency
Reference 33
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.104675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d160fff8-b0d8-4d39-8da5-a05ab5582061 · outbound
This paper cites "Give Me.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs "Give Me
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.654862Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e7d26968-c995-4619-8153-27bc98a37435 · outbound
This paper cites KurTail : Kurtosis-based LLM Quantization.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs KurTail : Kurtosis-based LLM Quantization
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.087405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ad5b46b0-d3ed-44e7-878c-73e7e95c97a6 · outbound
This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing:.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing:
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.674243Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8d511545-fecf-4546-bbc6-4b12f37fb712 · outbound
This paper cites The Twelfth International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The Twelfth International Conference on Learning Representations,
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.637964Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9d223851-100b-4acc-863d-b21c2fe2ad2f · outbound
This paper cites Proceedings of the 61st.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Proceedings of the 61st
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.642917Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 86bb6418-b7e6-465e-829d-57b831e2914a · outbound
This paper cites SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models
Reference 39
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.084935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4ae70a5b-58b7-428e-99b6-668f645868dc · outbound
This paper cites Thirty-Eighth.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Thirty-Eighth
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.639710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 774f0d39-c8ee-4b13-9299-45c976bd94f4 · outbound
This paper cites Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.109182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f1cda6bf-68e8-4975-92f3-31933b348a64 · outbound
This paper cites Learning to mine aligned code and natural language pairs from stack overflow , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Learning to mine aligned code and natural language pairs from stack overflow , booktitle =
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.654694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3916390a-86c6-491d-9182-8970049232d7 · outbound
This paper cites GitHub repository , year=.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs GitHub repository , year=
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.634064Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ace0e9f6-79f3-4904-ada1-1e988f4ff423 · outbound
This paper cites Xu and Graham Neubig , editor =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Xu and Graham Neubig , editor =
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.618377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9e98ee73-23e9-4cb6-8b2a-ba01420725be · outbound
This paper cites 2023 , howpublished =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 2023 , howpublished =
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.616771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c9d2ed38-f4ce-409e-9b19-cd4f989906da · outbound
This paper cites Howard and Hartwig Adam and Dmitry Kalenichenko , title =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Howard and Hartwig Adam and Dmitry Kalenichenko , title =
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.656406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bd9ca760-75e5-4868-9b11-d6c203c6f076 · outbound
This paper cites Measuring Coding Challenge Competence With.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Measuring Coding Challenge Competence With
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.629111Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5b3f55ce-bad8-4a2a-bfa0-522b9e42aa73 · outbound
This paper cites The Eleventh International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The Eleventh International Conference on Learning Representations,
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.682974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 20fbb114-0d42-4452-9cb4-3a72a8fa48c8 · outbound
This paper cites The case for 4-bit precision: k-bit Inference Scaling Laws , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The case for 4-bit precision: k-bit Inference Scaling Laws , booktitle =
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.686580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0c56ee21-8330-4dec-b2f7-7678461938f0 · outbound
This paper cites LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale
Reference 52
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.082216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3da36543-2e59-48e2-aff7-a6c737ed717c · outbound
This paper cites A Comprehensive Study on Quantization Techniques for Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs A Comprehensive Study on Quantization Techniques for Large Language Models
Reference 53
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.099951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 51ab734e-e343-4394-8c9d-a6506cc59b1a · outbound
This paper cites Findings of the Association for Computational Linguistics,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Findings of the Association for Computational Linguistics,
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.690232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ac9d0695-3a09-4715-9cf1-f716619a0636 · outbound
This paper cites EfficientQAT: Efficient Quantization-Aware Training for Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.104312Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0e315d12-5e29-4884-891c-4717878f4450 · outbound
This paper cites Degree-Quant: Quantization-Aware Training for Graph Neural Networks , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Degree-Quant: Quantization-Aware Training for Graph Neural Networks , booktitle =
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.693556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9ebd8c70-2cf6-43f8-adc0-d4d8aef88ccc · outbound
This paper cites GetMobile Mob.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs GetMobile Mob
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.695573Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8165dde9-4450-46e7-8ea0-83019e778c01 · outbound
This paper cites The Twelfth International Conference on Learning Representations.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The Twelfth International Conference on Learning Representations
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.697630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5694b035-6196-4dbe-b22b-0baf97f8b986 · outbound
This paper cites Accuracy is Not All You Need , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Accuracy is Not All You Need , booktitle =
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.706600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 95649118-6202-4b5b-a8f5-39ebdb7fa46d · outbound
This paper cites an unresolved cited work.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Unresolved cited work
Reference 60
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T02:26:42.692159Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6a921a6-291e-4ee5-a32d-0b9d3e800991 · outbound
This paper cites 2025 , url =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 2025 , url =
Reference 61
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T02:26:42.712263Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6318bd9-99f9-452a-8a29-08ccb438580e · outbound
This paper cites Nature Methods , volume =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Nature Methods , volume =
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.632480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 57d748fd-9f5a-4925-b637-4bbc4edb49e7 · outbound
This paper cites Do Large Language Models Know What They Don ' t Know?.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Do Large Language Models Know What They Don ' t Know?
Reference 63
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.751526Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 136b39f5-954a-44c6-bc7a-995495a5212c · outbound
This paper cites doi: 10.18653/v1/2020.findings-emnlp.301.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs doi: 10.18653/v1/2020.findings-emnlp.301
Reference 64
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.699094Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation de752d20-2bfd-4567-a090-07cc02451742 · outbound
This paper cites Thirty-Eighth.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Thirty-Eighth
Reference 65
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.697258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cc4ab1b9-a411-40a7-b5c3-c94db6c5e3e5 · outbound
This paper cites 9th International Conference on Learning Representations.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 9th International Conference on Learning Representations
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.663464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f8552f8d-9ee3-42cf-bf39-822e851ba15e · outbound
This paper cites Yu, Qiang Yang, and Xing Xie.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Yu, Qiang Yang, and Xing Xie
Reference 67
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.728786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f3cfe183-8ada-49c6-8593-372aab62bc90 · outbound
This paper cites A Comprehensive Evaluation of Quantization Strategies for Large Language Models , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs A Comprehensive Evaluation of Quantization Strategies for Large Language Models , booktitle =
Reference 68
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.733731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5314b0a-856f-4301-80c7-e4b2a92b4cc3 · outbound
This paper cites Mahoney and Kurt Keutzer , title =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Mahoney and Kurt Keutzer , title =
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.682139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation db6b7a0f-0893-4d52-abe7-6b42b8a7ef02 · outbound
This paper cites SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models , booktitle =
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.665582Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c8003563-b6cf-461d-b53b-9004c2756ed0 · outbound
This paper cites Denker and Sara A.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Denker and Sara A
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.634322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b513e5bf-0b4d-4b99-be07-0af0939e0f06 · outbound
This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers
Reference 72
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.725709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f6126a7e-425b-4768-a364-904a1be96684 · outbound
This paper cites Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning
Reference 73
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.736389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 473498f1-f366-4929-b04b-61443f11edab · outbound
This paper cites 5th International Conference on Learning Representations.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs 5th International Conference on Learning Representations
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.636231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 128bacbf-2285-4a07-afa6-d52c2b929ac4 · outbound
This paper cites Liu , title =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Liu , title =
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.681252Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 79dbcfd6-c356-4054-982d-076620d70e81 · outbound
This paper cites Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation
Reference 76
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.735189Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3fd2f19f-0538-49b8-8d56-6b068023da11 · outbound
This paper cites CoRR , volume =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs CoRR , volume =
Reference 77
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T02:26:42.740620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d53e1657-bddf-4a07-8e95-3319f38d4263 · outbound
This paper cites Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency
Reference 78
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.726458Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7d4f5374-3697-4698-abc1-cdb74c386c62 · outbound
This paper cites "Give Me.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs "Give Me
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.701125Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5052131b-d32e-4caf-999a-d0e599181a7e · outbound
This paper cites KurTail : Kurtosis-based LLM Quantization.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs KurTail : Kurtosis-based LLM Quantization
Reference 80
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.744945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 64e091f7-5cb8-488b-bb8d-70d45c81abb0 · outbound
This paper cites LLMC : Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs LLMC : Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit
Reference 81
- Resolution
- metadata mismatch
- doi, observed 2026-07-10T02:26:42.749029Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3a214b99-933e-4f12-bf18-9842d62ca24d · outbound
This paper cites The Twelfth International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The Twelfth International Conference on Learning Representations,
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.703031Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bb590787-1efc-447e-90c3-fb11a656a0b2 · outbound
This paper cites Available: https://doi.org/10.1145/3649329.3658493.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Available: https://doi.org/10.1145/3649329.3658493
Reference 83
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-10T02:26:42.731428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 895bdeea-257d-4270-b8bf-ebcaa3480d3e · outbound
This paper cites SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models
Reference 84
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.739286Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 16c77d72-0123-4eec-9a22-69fc9c4eb9d0 · outbound
This paper cites Thirty-Eighth.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Thirty-Eighth
Reference 85
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.753405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a94c77a9-2def-4b00-8edf-6bbd2f834766 · outbound
This paper cites Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models
Reference 86
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.752024Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c4b87d5e-8644-49d4-bfe6-eb5693b1233e · outbound
This paper cites An evaluation of open-source software microbenchmark suites for continuous performance assessment.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs An evaluation of open-source software microbenchmark suites for continuous performance assessment
Reference 87
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-10T02:26:42.723607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e0d22315-2071-4db3-b045-6b533661e6c0 · outbound
This paper cites Xu and Graham Neubig , editor =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Xu and Graham Neubig , editor =
Reference 88
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.707311Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9e93ed26-34fd-4ea9-803a-5c7ad119c66f · outbound
This paper cites Program Synthesis with Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Program Synthesis with Large Language Models
Reference 89
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:43.087062Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cba5ecff-02fa-4e0f-967f-f50a0f7c1c47 · outbound
This paper cites In: Proceedings of the IEEE conference on computer vi- sion and pattern recognition.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs In: Proceedings of the IEEE conference on computer vi- sion and pattern recognition
Reference 90
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-10T02:26:42.741913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2ad00e20-97bc-4a91-a1bc-4239994f3908 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Evaluating Large Language Models Trained on Code
Reference 91
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:43.106913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e739d889-0209-4ac7-b389-53b1de27b919 · outbound
This paper cites The Eleventh International Conference on Learning Representations,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The Eleventh International Conference on Learning Representations,
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.704842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ea640f09-5e12-4889-a79a-b425890074d6 · outbound
This paper cites The case for 4-bit precision: k-bit Inference Scaling Laws , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs The case for 4-bit precision: k-bit Inference Scaling Laws , booktitle =
Reference 93
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.708427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2e5d0a70-2b77-467c-9efc-ef1fe1d875c2 · outbound
This paper cites LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale
Reference 94
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T02:26:42.715367Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fe9ba479-0610-48fa-809d-af75a6e2bfe7 · outbound
This paper cites Advances in neural information processing systems , volume=.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Advances in neural information processing systems , volume=
Reference 95
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.711858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5cf3b755-a3db-4f30-8008-88583a16c708 · outbound
This paper cites A Comprehensive Study on Quantization Techniques for Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs A Comprehensive Study on Quantization Techniques for Large Language Models
Reference 96
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.747989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 37b36585-7860-48e8-a9df-8a4369298e16 · outbound
This paper cites Findings of the Association for Computational Linguistics,.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Findings of the Association for Computational Linguistics,
Reference 97
- Resolution
- verified exact
- doi, observed 2026-07-10T02:26:42.747193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c6e354d-929c-458a-b5c5-eea60f74c051 · outbound
This paper cites EfficientQAT: Efficient Quantization-Aware Training for Large Language Models.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
Reference 98
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T02:26:42.718063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3ade8a0e-c9f4-4871-903f-1fc26b1601e3 · outbound
This paper cites Degree-Quant: Quantization-Aware Training for Graph Neural Networks , booktitle =.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs Degree-Quant: Quantization-Aware Training for Graph Neural Networks , booktitle =
Reference 99
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:46:43.699563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8289d71f-5d82-4a67-82be-d8e31514181e · outbound
This paper cites AWQ: Activation-aware Weight Quantization for On-Device LLM Compression and Acceleration.
The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs AWQ: Activation-aware Weight Quantization for On-Device LLM Compression and Acceleration
Reference 100
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T02:26:42.756242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Pith citing papers
No inbound Pith citation observations are available.