{"as_of":"2026-08-12T12:18:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:86e18f1bbf61380ea330a311c89563972d0b74b508053e70a587c63c82bedcea","coverage":[{"denominator":44,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":44,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T13:55:47.362560Z","state":"measured"},{"denominator":44,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":44,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2412.12674/citation-record","integrity":"/paper/2412.12674/integrity","json":"/paper/2412.12674/citation-record.json","paper":"/paper/2412.12674"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.117123Z","title":"URL: \" 'urlintro :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.117123Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:0fff02b4d574cd68bbde58fa1d56caae0f1cc1b6c742c57be77592e99323328e","observation_id":"0e581497-791a-401c-8186-5a6e4366342e","resolution":{"observed_at":"2026-08-11T13:55:47.117123Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.127266Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.127266Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:2023d6006bc63020dee5b6aafc812d7a538d8b7b709156040a6b06b722a594b8","observation_id":"83cb2c68-abfb-479f-8229-75cad872fa23","resolution":{"observed_at":"2026-08-11T13:55:47.127266Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.132654Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.132654Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:5b2b2b9d01ad2847bbaa517e83aae83923c51a754565b992be5a5d892eebf56d","observation_id":"6c881b4f-3178-4cdd-980b-670f379005f4","resolution":{"observed_at":"2026-08-11T13:55:47.132654Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:48.126452Z","title":null,"venue":null,"work_id":"46756fec-cf6d-4224-a344-9b89e4229da6","year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.140491Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:d141d99fc12cc75cbc8866240753d3b36aa462054fbe227f5ebef818a8a9fc94","observation_id":"725a45ff-3a90-4682-bef5-dc16cfde6fb0","resolution":{"observed_at":"2026-08-11T13:55:48.133683Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1902.10486","last_updated":"2019-06-04T07:59:35Z","snapshot_observed_at":"2026-08-07T08:44:38.959537Z","submitted_at":"2019-02-27T12:34:19Z","title":"On Tiny Episodic Memories in Continual Learning","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1902.10486","snapshot_observed_at":"2026-08-11T13:55:47.148523Z","title":"Dokania, Philip H","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.148523Z"},"links":{"cited_paper":"/paper/1902.10486","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:cb81f17f5dd07d95434cddb08326e300029fb035b3a0f64f1bfec0dec9ecc780","observation_id":"753f432c-d479-4950-a2d4-d5de0445caab","resolution":{"observed_at":"2026-08-11T13:55:47.148523Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:48.109477Z","title":null,"venue":null,"work_id":"56da75d5-8161-45cc-b476-c2b928545cfa","year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.155414Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:b8646e37fdac2be1922416b2a1bf89d88214167776bbbc420300b032465869c0","observation_id":"a11cf8dd-87c6-4ada-896c-ee080e65d266","resolution":{"observed_at":"2026-08-11T13:55:48.115590Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.12822","last_updated":"2024-09-26T17:39:44Z","snapshot_observed_at":"2026-08-12T02:36:43.801155Z","submitted_at":"2024-06-18T17:43:47Z","title":"Is It Good Data for Multilingual Instruction Tuning or Just Bad Multilingual Evaluation for Large Language Models?","version":3},"cited_work":{"arxiv_id":"2406.12822","doi":null,"metadata_source":"pith","pith_arxiv_id":"2406.12822","snapshot_observed_at":"2026-08-11T13:55:47.755426Z","title":"Is It Good Data for Multilingual Instruction Tuning or Just Bad Multilingual Evaluation for Large Language Models?","venue":"cs.CL","work_id":"140c2a05-c991-416b-85f5-ee9a2382cb15","year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.161491Z"},"links":{"cited_paper":"/paper/2406.12822","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:858f5a6a9448454febb9100a89e6edef8757d9407b6984aece92fd63ec985184","observation_id":"f468d503-93e7-4ea7-b76f-a6d08582a55b","resolution":{"observed_at":"2026-08-11T13:55:47.763619Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.167813Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.167813Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:a66a64a020021219827f7ebbf3f5308e4d2b07e75cda134cdb363f3ca059adaa","observation_id":"4c7a94de-ac03-45a0-be4e-046a9909e7ab","resolution":{"observed_at":"2026-08-11T13:55:47.167813Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:48.082195Z","title":null,"venue":null,"work_id":"49b8e924-07da-49d3-8c5c-36294afe68b8","year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.173928Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:e8543bd45832bf7566e3d274f7bc40e2cd98f4197aac79e935e24a14190003ee","observation_id":"31136513-b189-4b8f-a528-d048f79b9a31","resolution":{"observed_at":"2026-08-11T13:55:48.088835Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.05086","last_updated":"2024-04-07T22:00:50Z","snapshot_observed_at":"2026-08-09T04:48:40.848929Z","submitted_at":"2024-04-07T22:00:50Z","title":"A Note on LoRA","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.05086","snapshot_observed_at":"2026-08-11T13:55:47.179213Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.179213Z"},"links":{"cited_paper":"/paper/2404.05086","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:0b99c3e1ce5da4b3515109a946469de1cb50ff9a6e4ea5793241cc5a576b0401","observation_id":"8f243f4e-189a-4d0c-9c88-6821c64e7547","resolution":{"observed_at":"2026-08-11T13:55:47.179213Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.184382Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.184382Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:63029d86b334fb3b06efddd64d8254499dc69b4e1053c90c6db520bccd49ac90","observation_id":"168bd0f0-ece7-48b7-a2a7-8853d2481f83","resolution":{"observed_at":"2026-08-11T13:55:47.184382Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:48.052755Z","title":null,"venue":null,"work_id":"49017a16-c1e1-4915-b10d-1c5af6ccb80e","year":2023},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.190304Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:f59284132b0e58045e75eadf5423740104145d87672537397d802d36da669109","observation_id":"b4726c87-691b-4382-b41e-118fb871fdf4","resolution":{"observed_at":"2026-08-11T13:55:48.058574Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.195360Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.195360Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:c343e584c30c5d095bac8b8748a63eea5691fb6ee3f48316148702bc4535f02e","observation_id":"73ee77e2-ec1f-44ea-ae0a-6d2ef9d04751","resolution":{"observed_at":"2026-08-11T13:55:47.195360Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.200454Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.200454Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:b690c3f769c4e60a1152de96ad9276f91acaf6ac2e85ca9c7e82316adeee9d2f","observation_id":"e33df0a2-9d82-4f0e-b531-0361142701a2","resolution":{"observed_at":"2026-08-11T13:55:47.200454Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.204896Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.204896Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:8fc9f305fd4a42523503974aa69d3f21cbd2a9b396eefb1f278c85f2f93f59db","observation_id":"2fd0e7d7-7d17-42d2-a327-aa39b9099929","resolution":{"observed_at":"2026-08-11T13:55:47.204896Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.209938Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.209938Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:14ba116a96ea11012f35de02c607458a1482fd98540d12e714e233eed5c4ba5e","observation_id":"fec98221-ec76-47d0-b029-42a5b58e9b85","resolution":{"observed_at":"2026-08-11T13:55:47.209938Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.12683","last_updated":"2024-10-03T17:27:28Z","snapshot_observed_at":"2026-08-11T00:21:48.483549Z","submitted_at":"2023-12-20T00:49:52Z","title":"Turning English-centric LLMs Into Polyglots: How Much Multilinguality Is Needed?","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.12683","snapshot_observed_at":"2026-08-11T13:55:47.214878Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.214878Z"},"links":{"cited_paper":"/paper/2312.12683","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:887c31d0d20dff4d708e62e42edb6036034903af713ee0edb32525b0b71aec32","observation_id":"55e97aac-abe1-4c2e-accf-1f1b17a434b1","resolution":{"observed_at":"2026-08-11T13:55:47.214878Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.219291Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.219291Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:7009cea0b67a06f6b89c1a4002b845066bc624e02ce03cb8c9135e27f06ef9e0","observation_id":"a1016adc-900e-4166-ae01-7f97602d6530","resolution":{"observed_at":"2026-08-11T13:55:47.219291Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.223997Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.223997Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:83b5f278c279cb34ece5987e4059a501011628be756c927de9b00d00a06ef4b1","observation_id":"38db0888-03f9-44a4-8f65-5b2054bd809a","resolution":{"observed_at":"2026-08-11T13:55:47.223997Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.229645Z","title":null,"venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.229645Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:475c5214eae10e1332790050f1e85dfd8a6de6b4c38d56705c13e87b38157b4b","observation_id":"4d2e7ace-c34d-47a7-900e-7e6231edbf24","resolution":{"observed_at":"2026-08-11T13:55:47.229645Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.237473Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.237473Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:401a5e7ada6716c02c4c832678507249fca5cd261c45b57b41d466bae5ee7e51","observation_id":"900e3e5f-b689-4786-8c0f-c3af90a69c48","resolution":{"observed_at":"2026-08-11T13:55:47.237473Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-08-10T16:40:37.411115Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-11T13:55:47.242210Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.242210Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:1dbccbac32ee78b0ae7e5f83b898633df06bce8fa318663b95186822ea73b757","observation_id":"0ff8f03e-52dd-4a49-8d12-ed2db4d6271a","resolution":{"observed_at":"2026-08-11T13:55:47.242210Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.962977Z","title":null,"venue":null,"work_id":"a7265466-f3c9-4359-9163-9fe04a40686a","year":1989},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.246720Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:d6ae14c2fcbc7c0b697c47a8c4e8b5cb045aa423c792862b03a5751e47a776fc","observation_id":"d47c8171-218d-4c27-be40-c446c87d211a","resolution":{"observed_at":"2026-08-11T13:55:47.971274Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.252711Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.252711Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:7ef70a5b5a2adfafa97ed11429bcb18fdba4a177f960d82c3e59cbe028244db6","observation_id":"aeee9630-e78b-46d4-a28f-4c36c6b2bae6","resolution":{"observed_at":"2026-08-11T13:55:47.252711Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.257425Z","title":"Hedderich, and Dietrich Klakow","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.257425Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:7b36fcaa97a93e30789e5e1a3b42891e6bd3812db851174a311a4749713fc771","observation_id":"c4f6c5f4-bb8e-450b-8c54-98d4325cc41c","resolution":{"observed_at":"2026-08-11T13:55:47.257425Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.262019Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.262019Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:426a202c6654e33efd50f6a60831e81669025c55d66eecd67b01523c83d13357","observation_id":"619a6e48-de80-40b9-9360-f744e9f6ad80","resolution":{"observed_at":"2026-08-11T13:55:47.262019Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.13469","last_updated":"2025-01-11T10:20:26Z","snapshot_observed_at":"2026-08-10T14:37:48.378822Z","submitted_at":"2024-06-19T11:50:09Z","title":"Encoder vs Decoder: Comparative Analysis of Encoder and Decoder Language Models on Multilingual NLU Tasks","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.13469","snapshot_observed_at":"2026-08-11T13:55:47.266704Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.266704Z"},"links":{"cited_paper":"/paper/2406.13469","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:cd02a18a5016fb3598b760bca9fa44ec2f548efbb5a16854978314664e76ca89","observation_id":"3aca84f3-184d-4e9f-b714-158f2bba59e1","resolution":{"observed_at":"2026-08-11T13:55:47.266704Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.273710Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.273710Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:afea414555edaae31798ae323375fc93eecc7d16cc9974c276994c011c02f988","observation_id":"46cfb613-fbaf-404f-8c29-f5153930145f","resolution":{"observed_at":"2026-08-11T13:55:47.273710Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.279821Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.279821Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:fc213a6d2dcd80857437106dfabe2414edb3eb3f9a94efa5112dc11927e9615d","observation_id":"c79ea813-370a-46bb-995d-9c9f667a22f1","resolution":{"observed_at":"2026-08-11T13:55:47.279821Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.07263","last_updated":"2024-07-09T22:37:59Z","snapshot_observed_at":"2026-08-07T09:28:48.845112Z","submitted_at":"2024-07-09T22:37:59Z","title":"Reuse, Don't Retrain: A Recipe for Continued Pretraining of Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.07263","snapshot_observed_at":"2026-08-11T13:55:47.284740Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.284740Z"},"links":{"cited_paper":"/paper/2407.07263","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:d007b89192831a241c2336a9b7a39419df56a37a6b870074b18401decfb6e666","observation_id":"f1fad3de-89a7-44d7-9991-ddce80091061","resolution":{"observed_at":"2026-08-11T13:55:47.284740Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.292163Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.292163Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:f03c5c39893c6f0bebe68e85ae3c56896f1373e0024c03553ffd942897bb5ceb","observation_id":"b66c51a7-7fa1-4a99-95ac-218dd67f3f62","resolution":{"observed_at":"2026-08-11T13:55:47.292163Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.298351Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.298351Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:058bbcabbfda244b4df0b81a0b23ff27da8c48363729672c6132e8cae9d98825","observation_id":"6b9eeb8b-c540-435b-8dca-f5560e120342","resolution":{"observed_at":"2026-08-11T13:55:47.298351Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.01929","last_updated":"2024-03-04T10:48:13Z","snapshot_observed_at":"2026-08-08T14:56:41.043961Z","submitted_at":"2024-03-04T10:48:13Z","title":"Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.01929","snapshot_observed_at":"2026-08-11T13:55:47.303770Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.303770Z"},"links":{"cited_paper":"/paper/2403.01929","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:6fae8076c498cf061d7b5277b07fe22dfc9179b58cae65e561baaf7410110fc7","observation_id":"3f4fd8be-3f26-45dd-8e2c-8b0c55ac1346","resolution":{"observed_at":"2026-08-11T13:55:47.303770Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.888944Z","title":null,"venue":null,"work_id":"f23857de-2457-4e57-a5aa-160d476aa06d","year":2018},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.308283Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:d25b57019df8b1506a93f48267713e0db0d9c29456e1131afe76868ff51acefd","observation_id":"561c2cb0-aec1-4d09-b22b-73513e85ea67","resolution":{"observed_at":"2026-08-11T13:55:47.895018Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.865847Z","title":null,"venue":null,"work_id":"ac9467c7-e57b-49c4-a163-08d4e5eddef8","year":2023},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.313711Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:709c7302847d8e541bed76a34d62769fbb7068cbadd92f24ad8ae8c5060b0a96","observation_id":"ec72eade-bdc5-4130-ba7a-d0a890dc6bd6","resolution":{"observed_at":"2026-08-11T13:55:47.871376Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.319554Z","title":"Dai, and Quoc V Le","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.319554Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:3af52860a9a81b6a9f36297db9e3012707d62901bd10fca500c8100dfa27549d","observation_id":"0034d954-1b02-4a97-8482-cd51f402545a","resolution":{"observed_at":"2026-08-11T13:55:47.319554Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.325202Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.325202Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:0d6366ee544db2a76f18894fb294141a11cc1ea48bb08d5fcb35522079dd5386","observation_id":"5200631c-099e-4282-bf15-61a35ce9ac6b","resolution":{"observed_at":"2026-08-11T13:55:47.325202Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.329667Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.329667Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:2e3cc4b59db0593100fbd71caac18b5ae59e64240ce01e5e9bd56fed8e7d325e","observation_id":"61b96fbc-b883-40c4-949b-772361798d05","resolution":{"observed_at":"2026-08-11T13:55:47.329667Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.11772","last_updated":"2024-11-05T05:13:00Z","snapshot_observed_at":"2026-08-12T02:36:10.718250Z","submitted_at":"2024-10-15T16:53:26Z","title":"Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.11772","snapshot_observed_at":"2026-08-11T13:55:47.334531Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.334531Z"},"links":{"cited_paper":"/paper/2410.11772","citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:158af73e9191a94b18442ef8c4f73ee9e99f5a61460b8bf24e8170dc8d9bc570","observation_id":"ab9d2d25-bc84-4b60-bb51-90247a46ef82","resolution":{"observed_at":"2026-08-11T13:55:47.334531Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.338931Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.338931Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:9d36d37143e3e44e42dd08fc7772aa7bacdc5a0a2150f9fe4fbd668aeb121521","observation_id":"1bb13a30-aa28-4ca2-b163-063c4f1d1416","resolution":{"observed_at":"2026-08-11T13:55:47.338931Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.804970Z","title":null,"venue":null,"work_id":"f0ebfe7b-76b9-4f46-a3c3-2e324b747a9b","year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.344021Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:0f5c7ed933ca2dabd4a958f55ce16a52ab83a1ffbb45030c9c642331cec2294b","observation_id":"087facd4-7cf7-4265-97b7-1b93bb9bc851","resolution":{"observed_at":"2026-08-11T13:55:47.813030Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.350711Z","title":"Weinberger, and Yoav Artzi","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.350711Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:6511753193ae7a58a1fcbff5f4c39ccb43dec4a7590beb3de748eb19fc1bd12c","observation_id":"18869dba-4c14-4fac-93fd-d51fd4430bc7","resolution":{"observed_at":"2026-08-11T13:55:47.350711Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.356541Z","title":"Hashimoto","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.356541Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:6bf21585db63026307acf7a3baf3a2b146e3d39e96f3b9794976cfec451f821c","observation_id":"ca432e68-dc4b-4032-b791-8aee8da351b6","resolution":{"observed_at":"2026-08-11T13:55:47.356541Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T13:55:47.362560Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-11T13:55:47.362560Z"},"links":{"citing_paper":"/paper/2412.12674"},"observation_digest":"sha256:585db32e38d0391245f0f2206d244ef21e3865dfafca8ace67d28df0fa64aef9","observation_id":"0eec979f-e165-4d30-9718-48ed0d54dce2","resolution":{"observed_at":"2026-08-11T13:55:47.362560Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2412.12674","last_updated":"2024-12-17T08:44:00Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-12T02:36:29.291623Z","submitted_at":"2024-12-17T08:44:00Z","title":"Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT"},"reference_resolution":{"displayed":44,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":43,"verified_exact":1,"verified_fuzzy":0},"total_outbound_references":44},"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":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2412.12674."}