{"as_of":"2026-08-09T18:54:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:111ecc21e279a2de1bb402180c46caa19587bb9cb500d923082a08ff33ffc378","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":8,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":8,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":8,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":8,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T04:19:42.212714Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-24T08:29:11.284550Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":"2212.09720","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"and Zettlemoyer, L","venue":null,"work_id":"7a30dbb3-20a7-4682-bf1b-a91aded23782","year":2022},"citing_paper":{"arxiv_id":"2305.14314","last_updated":"2023-05-23T17:50:33Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-05-23T17:50:33Z","title":"QLoRA: Efficient Finetuning of Quantized LLMs","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-11T13:29:53.345251Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2305.14314"},"observation_digest":"sha256:03364814f1de84e9feca4adc5c74c2d3ef57bf2965d40fee804cb271a4accd59","observation_id":"da99d2b7-4bb8-4dd6-af7b-021d277e54ce","resolution":{"observed_at":"2026-05-11T13:29:53.845268Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":"2212.09720","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"and Zettlemoyer, L","venue":null,"work_id":"7a30dbb3-20a7-4682-bf1b-a91aded23782","year":2022},"citing_paper":{"arxiv_id":"2306.00978","last_updated":"2026-04-25T06:58:16Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-06-01T17:59:10Z","title":"AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration","version":6},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-24T08:27:35.798991Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2306.00978"},"observation_digest":"sha256:b7d27fab6040f0881aae99cc85898bc80f0822408146943ca2f187ea4e6d5a7e","observation_id":"9e29f294-261e-4edb-b788-dd62350c6ce0","resolution":{"observed_at":"2026-05-24T08:29:11.287448Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":"2212.09720","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"and Zettlemoyer, L","venue":null,"work_id":"7a30dbb3-20a7-4682-bf1b-a91aded23782","year":2022},"citing_paper":{"arxiv_id":"2306.14048","last_updated":"2023-12-18T19:10:00Z","snapshot_observed_at":"2026-08-06T19:19:02.165567Z","submitted_at":"2023-06-24T20:11:14Z","title":"H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models","version":3},"reference_index":94,"source":"pdf_text","source_observed_at":"2026-05-17T18:00:50.053377Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2306.14048"},"observation_digest":"sha256:164e4f77405b566530c44dbb428c2170033a74b3f06a63ad6babec276e1a7f0b","observation_id":"c51fca5b-dc7f-40a9-9e39-e2dbd71c9b94","resolution":{"observed_at":"2026-05-17T18:00:50.246733Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-08-07T04:19:42.212714Z","title":"Dettmers and L","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.10885","last_updated":"2025-06-12T16:49:40Z","snapshot_observed_at":"2026-08-09T05:55:07.421658Z","submitted_at":"2025-06-12T16:49:40Z","title":"Slimming Down LLMs Without Losing Their Minds","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T04:19:42.212714Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2506.10885"},"observation_digest":"sha256:3effd03134e6359da0996f33962fd7aec46f6c528938f9d05ffca6c0552f486c","observation_id":"b18180a0-ba87-4ed2-b240-0dedfd50b85f","resolution":{"observed_at":"2026-08-07T04:19:42.212714Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-08-06T21:58:32.672393Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.23025","last_updated":"2025-06-28T22:13:43Z","snapshot_observed_at":"2026-08-09T01:19:06.931322Z","submitted_at":"2025-06-28T22:13:43Z","title":"Spectra 1.1: Scaling Laws and Efficient Inference for Ternary Language Models","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-06T21:58:32.672393Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2506.23025"},"observation_digest":"sha256:5a5fa9d3e3e80563c564719aa891dd7a635a660a4d5ad5a6b04df2261fde6db6","observation_id":"b24b96ee-9cb2-4c1f-a8be-9595a0b2aec9","resolution":{"observed_at":"2026-08-06T21:58:32.672393Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":"2212.09720","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"and Zettlemoyer, L","venue":null,"work_id":"7a30dbb3-20a7-4682-bf1b-a91aded23782","year":2022},"citing_paper":{"arxiv_id":"2512.02010","last_updated":"2026-05-09T05:39:54Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-12-01T18:59:45Z","title":"Four Over Six: More Accurate NVFP4 Quantization with Adaptive Block Scaling","version":5},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-05-17T02:23:01.845123Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2512.02010"},"observation_digest":"sha256:3fdc46bac7510227fb0b012764cf8e934e87fd338d816bfa67d41f4fa5cddf40","observation_id":"d5f60432-993c-4a90-b01f-083cb6b19cfc","resolution":{"observed_at":"2026-05-17T02:23:52.789379Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":"2212.09720","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"and Zettlemoyer, L","venue":null,"work_id":"7a30dbb3-20a7-4682-bf1b-a91aded23782","year":2022},"citing_paper":{"arxiv_id":"2604.12946","last_updated":"2026-04-14T16:43:37Z","snapshot_observed_at":"2026-07-06T23:01:05.634599Z","submitted_at":"2026-04-14T16:43:37Z","title":"Parcae: Scaling Laws For Stable Looped Language Models","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-05-10T15:33:04.442462Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2604.12946"},"observation_digest":"sha256:5f1de4582b9669295e6304839e2dfc3b516b4b6678d998d3c844674207a3c6ca","observation_id":"dac3902d-6d7d-46e3-bb84-adb60a53edbb","resolution":{"observed_at":"2026-05-11T10:21:00.842301Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.09720","snapshot_observed_at":"2026-08-01T02:28:36.738468Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25451","last_updated":"2026-07-28T08:41:31Z","snapshot_observed_at":"2026-08-08T06:37:42.685863Z","submitted_at":"2026-07-28T08:41:31Z","title":"Bits and Memories: Measuring Verbatim Extraction Across LLM Quantization","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-01T02:28:36.738468Z"},"links":{"cited_paper":"/paper/2212.09720","citing_paper":"/paper/2607.25451"},"observation_digest":"sha256:e73fce6e9d607ed45c8ce17085a40ef35355d749e8261622f2904989fc57c563","observation_id":"b59d21eb-9eb5-43ed-a63c-79a568d2f17c","resolution":{"observed_at":"2026-08-01T02:28:36.738468Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2212.09720/citation-record","integrity":"/paper/2212.09720/integrity","json":"/paper/2212.09720/citation-record.json","paper":"/paper/2212.09720"},"outbound":[],"paper":{"arxiv_id":"2212.09720","last_updated":"2023-02-28T00:12:34Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-09T04:11:28.457434Z","submitted_at":"2022-12-19T18:48:33Z","title":"The case for 4-bit precision: k-bit Inference Scaling Laws"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2212.09720."}