Paper Citation Record · LEDGER

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

As of 9 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 6 inbound Pith citation observations for arXiv:2508.16712.

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

pith.paper-citation-record.v1
2508.16712 v1

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:21:08.417648Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:34:06.585693Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T02:29:23.902703Z

Reference resolution

80 of 80 outbound references displayed

verified exact1
verified fuzzy6
unresolved73
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c7cae020-0998-4cef-b20d-54ef20b74f36 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.166291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 31cebf77-a856-4735-aba2-3876c504fba6 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.157439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 265e7911-1f7d-409c-be53-7c3c3ec2e227 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.148135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d25ba597-fe57-4386-9b81-afe0db88e75f · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.139057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cf93422c-7111-4962-9e90-69ef0542c09c · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Evaluating Large Language Models Trained on Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:05.901796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e7fbddd-e3d6-408a-a8cd-96be35b4f129 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:05.978238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c024623b-7380-4808-ba8b-6cb146aaf667 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.123054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e612f3d-9e32-405e-a8c5-da364a219212 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.114117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 791cfd26-a2e1-4d4d-9af5-30ad16233a26 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.105232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d44c3bf4-95b3-4617-9ef3-1e182a705d6b · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.095894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4c6b95a1-76b5-408e-bbee-a3b63fe69334 · outbound

This paper cites PACT: Parameterized Clipping Activation for Quantized Neural Networks.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective PACT: Parameterized Clipping Activation for Quantized Neural Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:06.378014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e03174-0286-4c6d-8513-8c4f5ea4bdc7 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:06.446976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74e70ddf-4913-4bbf-85d6-a436a2091b5d · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.087044Z

Source-reported events for the cited work

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Observation 9a5da0e7-a927-4da2-9b01-32f9e760156c · outbound

This paper cites An exploration of the effect of quantisation on energy consumption and inference time of StarCoder2.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective An exploration of the effect of quantisation on energy consumption and inference time of StarCoder2

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-05T17:21:08.544737Z

Source-reported events for the cited work

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Observation 040be391-36ed-439c-8da4-a92303e76393 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.077512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6543d792-2c79-49d0-a4d1-5066c1f5e9d9 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:06.956112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 542c3ae8-794f-4bb8-bd29-3f113bfacfb9 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.051958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2b9cd8f-5927-408f-81e8-96bdadee9db4 · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:07.395286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddc27695-475e-4fc0-b223-46675de1efee · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.043693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 806cced8-42b3-4c9f-a537-a7288339cea4 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:09.035048Z

Source-reported events for the cited work

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Observation e11b2bee-1d8e-466d-a578-2b3b1647f50a · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 21

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Source-reported events for the cited work

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Observation a488bdef-847b-4404-9de0-a2f2d78db437 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 22

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Observation 6d30f03d-6892-4498-8060-eb7781e24aba · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11ef64f-e0d7-4c7f-90f9-c344cd72e80b · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 24

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Observation 1d3aa0b7-8bf2-40d2-bf90-67623439fa5f · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.994074Z

Source-reported events for the cited work

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Observation a91411d2-3aa1-4925-9001-251686bd3526 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0713893-4b9a-4e91-ad1a-aed02a0d2a8a · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.969697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5938d4d8-c1f0-46be-b0a4-ed2c2d369512 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.960077Z

Source-reported events for the cited work

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Observation 944c225e-3e44-4cbb-b2eb-455630b468e1 · outbound

This paper cites "Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective "Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe42d9b-703d-49af-beef-4705850904c7 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 30

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Observation a38dda4f-b96f-4cd9-ac13-02d5419e9b3e · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.943085Z

Source-reported events for the cited work

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Observation 9acfe0c2-feb7-4679-82a0-3f40fedfe8ef · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.933606Z

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Observation a753d4db-9bd1-4dcb-bbb5-fe40569ec3bf · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.924976Z

Source-reported events for the cited work

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Observation 32bcaf8c-5d7b-4ce4-99ca-b828b2942c5e · outbound

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Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.299974Z

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Unavailable: canonical work link unavailable.

Observation be12c703-0898-4ebc-906a-9091a9bb07a6 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.916421Z

Source-reported events for the cited work

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This paper cites FP8 Formats for Deep Learning.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective FP8 Formats for Deep Learning

Reference 36

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Unavailable: canonical work link unavailable.

Observation 3829f86a-a18e-486d-9a7b-f9e814649beb · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 37

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Observation 300be0a4-4f84-4ae9-adf3-e303ea4ecad3 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.899037Z

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Observation 8c82d782-bebe-43ce-aa6f-4f17e970619d · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 39

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Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective A White Paper on Neural Network Quantization

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.319930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae2e5b6c-1470-4eb7-9305-3ca9eb7cbed4 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 41

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Observation 7f881121-b11b-487c-922f-fbdd8792d274 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 42

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Observation d47d9b91-361e-4e44-bef3-0382cd5fa999 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 43

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e7fd7c39-6350-484f-b16c-16345673ac54 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.842852Z

Source-reported events for the cited work

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Observation b04aa2ba-74f0-40ba-8027-886c0858b429 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 45

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Source-reported events for the cited work

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Observation b7624056-5053-403c-b3f4-34901f4d5e5e · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 46

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Source-reported events for the cited work

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Observation 6b517b23-164d-4240-ba84-820f82dee867 · outbound

This paper cites LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.814099Z

Source-reported events for the cited work

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Observation df89f5d7-d20c-4b9e-8867-d25d3096f596 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.804910Z

Source-reported events for the cited work

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Observation 23ab55db-93d6-4760-b892-2dcbfe20e5e1 · outbound

This paper cites Smith, Nima PourNejatian, Anthony B.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Smith, Nima PourNejatian, Anthony B

Reference 50

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Source-reported events for the cited work

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Observation 9cf121c0-e206-414c-b1c6-4f65a60f29a7 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.786390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 728b7b9f-ac0f-4e4f-ba23-3c86a8b50b73 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.777260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 93a0c876-7ea4-48c8-950b-68ff75c41db5 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.360851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3090e02e-bfd4-4f23-aeec-645101036097 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.363913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 731b4645-5560-485f-b9ce-7c4f9bbc67d8 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.755227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2a0d82bf-1a56-4815-a7e1-3404b893516d · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.746380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d70dd6d-fff3-420c-bbde-d76cc829a25b · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.737416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6c99d3e6-6988-4cf5-bc34-e832e14d68c1 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.375352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 231c6e13-e86d-43f0-af44-0d80e15bfbd8 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.728244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c3e9ab74-17dd-41b6-abc0-716ad31696e2 · outbound

This paper cites Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Pra- jjwal Bhargava, Shruti Bhosale, Daniel M.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Pra- jjwal Bhargava, Shruti Bhosale, Daniel M

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:08.718181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6f67672a-78e2-4fb1-b370-46e992cec1b7 · outbound

This paper cites NewsQA: A Machine Comprehension Dataset.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective NewsQA: A Machine Comprehension Dataset

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.384075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a32351d-6ae3-4a55-8153-0cd3904c529a · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.707685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a88ed1f-b42f-4f39-965f-89b237cd2a17 · outbound

This paper cites Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:08.698030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3a9c72c2-38c5-4e2c-8acc-1411bca99b7c · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.688494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f2038efe-18b9-4ccc-9ee9-3e104740eeb1 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.679682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f6437f5-59b5-4126-9ce6-3397e09efbc7 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.669893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 55604c38-96dc-482d-8c92-c1213326ec3c · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.660131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bed676ba-1494-4b40-b197-021e9945ceb2 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.649725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9dc58bc5-9ac1-491f-a1fc-553cce6f944c · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.639804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a4839c77-20cf-4772-932f-d13854edec80 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.629936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 20fe83c7-7bdb-4561-84ae-77300c1f83a8 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.620537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c3601f8a-97e6-4cfa-b42f-a084b7ae348c · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.611110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6fdad0c0-4f51-44ee-ac60-d504dcf41858 · outbound

This paper cites an unresolved cited work.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:08.601412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 744cdb22-65aa-4bc9-a38e-8270133e98c3 · outbound

This paper cites TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.277200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df673077-9673-4df6-ad77-3e6e11f19e44 · outbound

This paper cites InProceedings of the IEEE conference on computer vision and pattern recognition.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective InProceedings of the IEEE conference on computer vision and pattern recognition

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:08.978709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f1b31b2-abe3-4cfe-bb08-999190667965 · outbound

This paper cites In Proceedings of the IEEE/CVF international conference on computer vision.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective In Proceedings of the IEEE/CVF international conference on computer vision

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:08.880994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6b456090-e1db-4de3-bad0-e08efc7c39db · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Training Verifiers to Solve Math Word Problems

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:06.560305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 615e202e-841f-415b-8243-14628d301461 · outbound

This paper cites int8 (): 8-bit matrix multiplication for transformers at scale.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective int8 (): 8-bit matrix multiplication for transformers at scale

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:09.062076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b8a678f2-47b3-47ec-823c-c79967503f0d · outbound

This paper cites EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:06.107926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee874107-6658-4e16-ba02-7fe2e1576b62 · outbound

This paper cites Exploring the Trade-Offs: Quantization Methods, Task Difficulty, and Model Size in Large Language Models From Edge to Giant.

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective Exploring the Trade-Offs: Quantization Methods, Task Difficulty, and Model Size in Large Language Models From Edge to Giant

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:08.291198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9826a3c8-b0b2-433e-961f-7860ec6bdcb1 · inbound

From Tokens to Layers: Redefining Stall-Free Scheduling for MoE Serving with Layered Prefill cites this paper.

From Tokens to Layers: Redefining Stall-Free Scheduling for MoE Serving with Layered Prefill Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-18T08:51:08.916155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0240ea56-1bcd-4876-9813-92b052dcdf30 · inbound

A Replicate-and-Quantize Strategy for Plug-and-Play Load Balancing of Sparse Mixture-of-Experts LLMs cites this paper.

A Replicate-and-Quantize Strategy for Plug-and-Play Load Balancing of Sparse Mixture-of-Experts LLMs Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T21:32:46.741030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 456c18d1-781b-4a4d-b46c-32f22d1b8956 · inbound

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Are Large Language Models Economically Viable for Industry Deployment? Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Reference 54

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T13:01:19.899288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1b606016-8cc6-4145-8453-f9c14749a006 · inbound

Cloud to Edge: Benchmarking LLM Inference On Hardware-Accelerated Single-Board Computers cites this paper.

Cloud to Edge: Benchmarking LLM Inference On Hardware-Accelerated Single-Board Computers Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:21:11.987971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25ca98d5-d06f-40f1-9a95-569e8ec267b9 · inbound

Cloud to Edge: Benchmarking LLM Inference On Hardware-Accelerated Single-Board Computers cites this paper.

Cloud to Edge: Benchmarking LLM Inference On Hardware-Accelerated Single-Board Computers Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T05:34:06.585693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77917b14-fb92-4553-8a64-643b847971da · inbound

From Tokens to Energy Flexibility: Quantization-Enabled Demand Response for Data Centers with LLM Inference Workloads cites this paper.

From Tokens to Energy Flexibility: Quantization-Enabled Demand Response for Data Centers with LLM Inference Workloads Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T02:29:23.904098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.