Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:21:08.417648Z
Paper Citation Record · LEDGER
Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective
As of 19 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 7 inbound Pith citation observations for arXiv:2508.16712.
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 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:55:56.649990Z
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:09.026066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:09.017451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:21:07.904857Z
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:09.002997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:21:08.224175Z
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 2026-08-18T06:34:40.430872+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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:21:08.282747Z
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.951868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 32bcaf8c-5d7b-4ce4-99ca-b828b2942c5e · outbound
This paper cites QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving.
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
Source-reported events for the cited work
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 59c0ac53-9fa3-4ee0-bad7-85f79fad0454 · outbound
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:21:08.305563Z
Source-reported events for the cited work
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.908042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.889607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c9e3654d-e19b-42d0-a5f8-7e6fd64e1ddf · outbound
This paper cites A White Paper on Neural Network Quantization.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.871329Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.862290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.852957Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.834395Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:21:08.824523Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:21:08.341853Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78b03a83-4e3c-4091-915d-b1b8e916f459 · outbound
This paper cites an unresolved cited work.
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T17:21:08.795442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
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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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
Are Large Language Models Economically Viable for Industry Deployment? cites this paper.
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.
Observation 06070ec0-ff47-4d03-9eaa-e1f5f9863956 · inbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs cites this paper.
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:55:56.649990Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.