{"as_of":"2026-08-15T15:52:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:abfa00f2ada2e872af595163036c578701adaf036cb73c13cc981d75458803b6","coverage":[{"denominator":50,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":50,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-01T10:59:55.373220Z","state":"measured"},{"denominator":50,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":50,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+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/2607.20058/citation-record","integrity":"/paper/2607.20058/integrity","json":"/paper/2607.20058/citation-record.json","paper":"/paper/2607.20058"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T10:59:54.225520Z","title":"O., Lehman, J","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.225520Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:b371bc2f4057f7572a99a78b04795724595b678f3576e6242cbb4514a38758a5","observation_id":"329cf0af-8808-40f9-bcac-576525a8542c","resolution":{"observed_at":"2026-08-01T10:59:54.225520Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1901.01753","last_updated":"2019-02-21T01:17:31Z","snapshot_observed_at":"2026-08-14T17:34:20.914747Z","submitted_at":"2019-01-07T11:28:36Z","title":"Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1901.01753","snapshot_observed_at":"2026-08-01T10:59:54.276140Z","title":"& Stanley, K","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.276140Z"},"links":{"cited_paper":"/paper/1901.01753","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:ce4fe7e6e3cc1dec89dedc75cf3925300c23f024e682d7af40dc094340f44213","observation_id":"458544be-7ab2-4222-aed9-22f867ee7614","resolution":{"observed_at":"2026-08-01T10:59:54.276140Z","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":"2026-08-01T10:59:54.354527Z","title":"M., Schwaller, P., Ortega-Guerrero, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.354527Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:63a260f3d97777ad3d6ad533a4e095c179c5e4309fe4b688263f51f13baeeeb9","observation_id":"a9c3eadb-35b4-4c08-a244-68f98c6f7428","resolution":{"observed_at":"2026-08-01T10:59:54.354527Z","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":"2026-08-01T10:59:54.460361Z","title":"& Buehler, M","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.460361Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:3ec578f55134240b6344c3b8ee3ce8eaa0225a5bafe39d2cd05da71014d6a3a7","observation_id":"e94ab473-4155-433c-aa03-6daf4bbc8b66","resolution":{"observed_at":"2026-08-01T10:59:54.460361Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.19017","last_updated":"2025-04-26T20:43:28Z","snapshot_observed_at":"2026-08-07T15:58:56.313696Z","submitted_at":"2025-04-26T20:43:28Z","title":"Sparks: Multi-Agent Artificial Intelligence Model Discovers Protein Design Principles","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.19017","snapshot_observed_at":"2026-08-01T10:59:54.581935Z","title":"& Buehler, M","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.581935Z"},"links":{"cited_paper":"/paper/2504.19017","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:8634eb3d3b09333631f572d26413bcbe59fb49ee230d083c7ea7bf2f01631db4","observation_id":"0780f5f7-3df9-4cfa-a236-570e0238ba35","resolution":{"observed_at":"2026-08-01T10:59:54.581935Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.06292","last_updated":"2024-09-01T00:41:18Z","snapshot_observed_at":"2026-07-06T18:59:43.564435Z","submitted_at":"2024-08-12T16:58:11Z","title":"The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.06292","snapshot_observed_at":"2026-08-01T10:59:54.665978Z","title":"ArXiv:2408.06292","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.665978Z"},"links":{"cited_paper":"/paper/2408.06292","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:45e39a522c95628bea5d2bc109ac232e141b71b7338ca0e766721111a658f50c","observation_id":"e8774664-68f2-45c7-a23a-e1cd7d75208d","resolution":{"observed_at":"2026-08-01T10:59:54.665978Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.08066","last_updated":"2025-04-10T18:44:41Z","snapshot_observed_at":"2026-08-10T03:18:36.275195Z","submitted_at":"2025-04-10T18:44:41Z","title":"The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.08066","snapshot_observed_at":"2026-08-01T10:59:54.791231Z","title":"ArXiv:2504.08066","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.791231Z"},"links":{"cited_paper":"/paper/2504.08066","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:b5cfe58137c68731a116cd942a0066b50a5f63a297325f5cb8f8e880c46e4f6d","observation_id":"d85cafd7-e701-488f-b3bd-1cf7b2a924c6","resolution":{"observed_at":"2026-08-01T10:59:54.791231Z","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":"2026-08-01T10:59:54.909234Z","title":"InAdvances in Neural Information Processing Systems (NeurIPS 2025)(2025)","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.909234Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:fbec0332d6daccfd1b708968ff6b22c8d4e6b749c4c73d8216617de515efe8a0","observation_id":"4e416e1c-64cc-4795-a205-f03fe46b83f5","resolution":{"observed_at":"2026-08-01T10:59:54.909234Z","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":"2026-08-01T10:59:54.968318Z","title":"Formal theory of creativity, fun, and intrinsic motivation.IEEE Transactions on Autonomous Mental Development2, 230–247 (2010)","venue":null,"work_id":null,"year":2010},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:54.968318Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:ad86eca6ca20a7dbb7eab924f9874a781bf4ab13b4758428a0574217f65740ef","observation_id":"ddcd816b-0b6f-48d5-9ad0-b30c63e97854","resolution":{"observed_at":"2026-08-01T10:59:54.968318Z","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":"2026-08-01T10:59:55.018992Z","title":null,"venue":null,"work_id":null,"year":1921},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.018992Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:d750e722b78e25c492b46673e6386a3c6a222943a6a5f9162e5d78512d237614","observation_id":"cc32989f-fbda-4eaa-9477-704d1c45608f","resolution":{"observed_at":"2026-08-01T10:59:55.018992Z","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":"2026-08-01T10:59:55.080104Z","title":null,"venue":null,"work_id":null,"year":1951},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.080104Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:4b6260a8aa26cae71598964c26ac2312f9f8780f04bf0a29311fa243fde975ac","observation_id":"b786606e-b104-488d-adf8-189dfdc44201","resolution":{"observed_at":"2026-08-01T10:59:55.080104Z","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":"2026-08-01T10:59:55.150389Z","title":null,"venue":null,"work_id":null,"year":1953},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.150389Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:af23f5d8cea5934f52e757313a1cbc74af9ffdf5639ff5d044de3891979959c5","observation_id":"3e13b8c7-1f2f-4a90-adac-3a26ee376c06","resolution":{"observed_at":"2026-08-01T10:59:55.150389Z","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":"2026-08-01T10:59:55.235123Z","title":"Diffusional viscosity of a polycrystalline solid.Journal of Applied Physics21, 437–445 (1950)","venue":null,"work_id":null,"year":1950},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.235123Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:778b89fb7a20e1907a26bf988282550a00c660b06bbe1d86d67e9b402f5a5294","observation_id":"20decd14-a13b-4c33-ad95-adbf519c833c","resolution":{"observed_at":"2026-08-01T10:59:55.235123Z","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":"2026-08-01T10:59:55.255276Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.255276Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:16ddcd27d799d4fdc41d3a9a0d1ed7f7fa5d2b60c1752b3b1686befedb461f22","observation_id":"6040af7f-d966-4e1d-9af1-e0d86220b2d5","resolution":{"observed_at":"2026-08-01T10:59:55.255276Z","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":"2026-08-01T10:59:55.258939Z","title":"URL https://www.nature.com/articles/s41563-022-01384-1","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.258939Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:4f06c267a138668b36602508bb736a95acb2ad9f43fb4b67c1dc5059cd134626","observation_id":"97447972-fce0-4025-9c24-e17b0fdf4733","resolution":{"observed_at":"2026-08-01T10:59:55.258939Z","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":"2026-08-01T10:59:55.261877Z","title":null,"venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.261877Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:df87c64934c7871d087480ff191c65c340da9b68d9adfecdba3892b5afddb594","observation_id":"edcb66f7-c7c2-4349-b50c-5c1ff3bdf1e6","resolution":{"observed_at":"2026-08-01T10:59:55.261877Z","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":"2026-08-01T10:59:55.264970Z","title":null,"venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.264970Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:6412399857c376c281dd84c025a5eb01883448c5fda4d6e64ace0a4005a8159c","observation_id":"1fdd1a03-9fef-48f0-abc0-a9071cbda913","resolution":{"observed_at":"2026-08-01T10:59:55.264970Z","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":"2026-08-01T10:59:55.267983Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.267983Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:ece36dd7cb2e9a0b7ac97f72582aa81c4f18bdc29d863318081f150927cfd518","observation_id":"fab16562-f8f8-4d6b-822c-6ea4aca56f92","resolution":{"observed_at":"2026-08-01T10:59:55.267983Z","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":"2026-08-01T10:59:55.271144Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.271144Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:72be7c93cd9a34b8d0ef5aa62472ddbe0d3b1508dc2f705a9bf302279574ca3f","observation_id":"a42c967d-4601-483e-a601-749ce8c0e603","resolution":{"observed_at":"2026-08-01T10:59:55.271144Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2607.00924","last_updated":"2026-07-01T13:26:10Z","snapshot_observed_at":"2026-08-07T23:46:28.286621Z","submitted_at":"2026-07-01T13:26:10Z","title":"Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2607.00924","snapshot_observed_at":"2026-08-01T10:59:55.274437Z","title":"& Buehler, M","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.274437Z"},"links":{"cited_paper":"/paper/2607.00924","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:95e0d4e5c3d47e4a7e4f7f20ea7f5cf6a88b219b8f7ff30f547d339d6540705f","observation_id":"efa65e0e-2ceb-4c24-bf8a-c81f881a07d4","resolution":{"observed_at":"2026-08-01T10:59:55.274437Z","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":"2026-08-01T10:59:55.277825Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.277825Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:a36e2b54d9b35a5165a84f99db4c0901ecafc03bf219edf2f887b52ba8c1042f","observation_id":"e19b4b42-7542-4e34-905a-3aae445ce299","resolution":{"observed_at":"2026-08-01T10:59:55.277825Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1021/acsengchemau.3c00053","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T11:04:06.849405Z","title":null,"venue":null,"work_id":"0d69051f-35c1-44e0-a99b-5e8d553e7255","year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.280917Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:1d475349f8414f05020f0cbac63844fc70b6d70ab604318ac75b9f9df32871e2","observation_id":"2870d252-e1b8-4bb3-983c-139e4fbe5121","resolution":{"observed_at":"2026-08-01T11:04:06.923969Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-01T10:59:55.284095Z","title":"Nature571, 95–98 (2019)","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.284095Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:3b18562c99eca7409426bd98cfe066442fe69890f1fac4c73f80339df62fe87b","observation_id":"202ce956-27eb-43de-b63c-d7abbad28ac9","resolution":{"observed_at":"2026-08-01T10:59:55.284095Z","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":"2026-08-01T10:59:55.287179Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.287179Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:db0c115847f73e794773ad7bae2ffc6151dc5ad987476667d7ac0d2e0dba1b3f","observation_id":"91ac7674-eb0e-4850-8105-ac50112a6ef5","resolution":{"observed_at":"2026-08-01T10:59:55.287179Z","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":"2026-08-01T10:59:55.290177Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.290177Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:9cbdf06f58bd21af91401347ecad914dffff75d0fac5cc1c6ede18573c9c520f","observation_id":"99677f0b-d0be-44a4-8d9e-c5a57e7d60d9","resolution":{"observed_at":"2026-08-01T10:59:55.290177Z","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":"2026-08-01T10:59:55.293293Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.293293Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:69ce16bddfe74c760cc47503a57ee52220c0aeaa33d951edecabbae385f42587","observation_id":"80b36c96-bb93-430d-8387-b86f5193d843","resolution":{"observed_at":"2026-08-01T10:59:55.293293Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.04268","last_updated":"2024-01-27T20:19:49Z","snapshot_observed_at":"2026-08-14T07:23:36.668429Z","submitted_at":"2024-01-27T20:19:49Z","title":"ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.04268","snapshot_observed_at":"2026-08-01T10:59:55.296106Z","title":"& Buehler, M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.296106Z"},"links":{"cited_paper":"/paper/2402.04268","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:309cc0d5b3dbc14605d260c85fdaf6e6a53ffce8aae4b92cf732a936babfdf10","observation_id":"ed89d4f2-34c3-4f44-b804-14052b5d2b4d","resolution":{"observed_at":"2026-08-01T10:59:55.296106Z","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":"2026-08-01T10:59:55.299966Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.299966Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:da4550e092eb53e53aaa25b2130b6f126bfdb481491795fd88ca9737a07a98e9","observation_id":"faacdf64-c373-4f87-8749-58ab23d41a53","resolution":{"observed_at":"2026-08-01T10:59:55.299966Z","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":"2026-08-01T10:59:55.303827Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.303827Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:6a546c0f08cf89690a7f0d7d84c45c6821bc40d2777e61fa78b1f107a001db13","observation_id":"2ca45b18-d56c-4f9c-8a1f-0bd3e1ffb821","resolution":{"observed_at":"2026-08-01T10:59:55.303827Z","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":"2026-08-01T10:59:55.307991Z","title":"Y .et al.Autonomous agents coordinating distributed discovery through emergent artifact exchange (2026)","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.307991Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:fa490ec6ec8c2ce6d34e1772b4305b17f077b6e6f4f896f11ec3e3d29828c208","observation_id":"99959f9f-f92a-4d65-9b12-c82e26955ee3","resolution":{"observed_at":"2026-08-01T10:59:55.307991Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.14029","last_updated":"2023-10-21T14:49:58Z","snapshot_observed_at":"2026-08-13T05:44:05.315339Z","submitted_at":"2023-10-21T14:49:58Z","title":"LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.14029","snapshot_observed_at":"2026-08-01T10:59:55.311354Z","title":"N., Arnold, C., Rand, B","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.311354Z"},"links":{"cited_paper":"/paper/2310.14029","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:66c6b83c6525230e89fcf0c0adf08c21b5348458e84657e630607312d977a3bb","observation_id":"94e0b0b0-b2c6-41c6-8b3c-c94e15b05c75","resolution":{"observed_at":"2026-08-01T10:59:55.311354Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.03161","last_updated":"2024-10-31T02:56:01Z","snapshot_observed_at":"2026-08-15T01:01:04.821416Z","submitted_at":"2024-09-05T01:36:00Z","title":"MaterialBENCH: Evaluating College-Level Materials Science Problem-Solving Abilities of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.03161","snapshot_observed_at":"2026-08-01T10:59:55.314462Z","title":"& Nagato, K","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.314462Z"},"links":{"cited_paper":"/paper/2409.03161","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:e0d438ff53936a4a103b7ac7c99707e07b18d8f89d7cf9d7f3cc396fd2128fb2","observation_id":"3091bb2e-57cb-40c1-87f9-57e1463c50ed","resolution":{"observed_at":"2026-08-01T10:59:55.314462Z","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":"2026-08-01T10:59:55.318004Z","title":"URL https://proceedings.neurips.cc/paper_files/paper/2017/hash/ 3f5ee243547dee91fbd053c1c4a845aa-Abstract.html","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.318004Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:8a5addd4932913ddc418bfb80d9196786a4b4aba296982434f994ba2e08ed0f8","observation_id":"0ddde81e-7635-40c8-b60f-9d5bbbf8246e","resolution":{"observed_at":"2026-08-01T10:59:55.318004Z","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":"2026-08-01T10:59:55.321565Z","title":"URLhttps://transformer-circuits.pub/2021/framework/index.html","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.321565Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:7ae6b6d0086142ee9163d91d63002ad1ed2a38590ff53bca92e6e8e958726220","observation_id":"6f44c966-ed90-489d-8a60-0ab31a5aaf0c","resolution":{"observed_at":"2026-08-01T10:59:55.321565Z","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":"2026-08-01T10:59:55.324371Z","title":"& Levy, O","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.324371Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:438dfd75c46b8f2ad078a038d152baed4f666f22add313f790da2096a0c7252f","observation_id":"35ff0818-4583-4a24-b9a2-086a46e52ba2","resolution":{"observed_at":"2026-08-01T10:59:55.324371Z","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":"2026-08-01T10:59:55.328021Z","title":"URL https://transformer-circuits.pub/2023/ monosemantic-features/index.html","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.328021Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:bdb433ea89a376c52b7060d57857869c9d63bf74920eea9feecba5c58bda682a","observation_id":"05039a09-f179-4aac-bf64-2c7a6ab858da","resolution":{"observed_at":"2026-08-01T10:59:55.328021Z","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":"2026-08-01T10:59:55.330923Z","title":"URL https://transformer-circuits.pub/2024/ scaling-monosemanticity/index.html","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.330923Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:355c9a336516c6ad43c569ddc33761a8889d1f96992b9c877498c899f4620676","observation_id":"3cefaa3a-407a-4f57-a49c-00549cb7f7af","resolution":{"observed_at":"2026-08-01T10:59:55.330923Z","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":"2026-08-01T10:59:55.334139Z","title":"URLhttps://transformer-circuits.pub/2025/attribution-graphs/biology.html","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.334139Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:985d5e308567694b1dd2c45dc4a5995239555eba23f79adf34bce723f1674be3","observation_id":"360cd85c-ca1d-4fbf-a143-01ffa6294162","resolution":{"observed_at":"2026-08-01T10:59:55.334139Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2212.03827","last_updated":"2024-03-02T21:33:53Z","snapshot_observed_at":"2026-08-10T11:37:23.229129Z","submitted_at":"2022-12-07T18:17:56Z","title":"Discovering Latent Knowledge in Language Models Without Supervision","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.03827","snapshot_observed_at":"2026-08-01T10:59:55.337046Z","title":"& Steinhardt, J","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.337046Z"},"links":{"cited_paper":"/paper/2212.03827","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:697662b4a7c2f1f6ea1e531adcac461d34704eb2f64864ea7448268dd6727ea1","observation_id":"31fcd1be-d249-4209-9f92-08c7bd29507f","resolution":{"observed_at":"2026-08-01T10:59:55.337046Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.14491","last_updated":"2023-10-23T01:47:29Z","snapshot_observed_at":"2026-08-13T05:43:34.922846Z","submitted_at":"2023-10-23T01:47:29Z","title":"Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.14491","snapshot_observed_at":"2026-08-01T10:59:55.340415Z","title":"URLhttps://arxiv.org/abs/2310.14491","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.340415Z"},"links":{"cited_paper":"/paper/2310.14491","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:f482aa74234c8926bb9bfa3b68da399c9e40727db6e69d1b94d51031179872e5","observation_id":"bb2c1abf-0d5f-49d6-999d-00e22419fad1","resolution":{"observed_at":"2026-08-01T10:59:55.340415Z","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":"2026-08-01T10:59:55.344614Z","title":"& Liang, P","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.344614Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:1b5301a5fa864ebb9f1f37c06b7685c06fda345296025642e1430da1a9d50d21","observation_id":"3a71da6c-dac5-432e-9700-26b6456be1c5","resolution":{"observed_at":"2026-08-01T10:59:55.344614Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.08112","last_updated":"2025-11-11T01:13:28Z","snapshot_observed_at":"2026-08-14T11:50:41.917778Z","submitted_at":"2023-03-14T17:47:09Z","title":"Eliciting Latent Predictions from Transformers with the Tuned Lens","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08112","snapshot_observed_at":"2026-08-01T10:59:55.347422Z","title":"URLhttps://arxiv.org/abs/2303.08112","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.347422Z"},"links":{"cited_paper":"/paper/2303.08112","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:805d59263a548f40302190dda1d9149cf12d9003ad98e86dd7c870281e47b44a","observation_id":"db9fe912-af7a-4da7-92de-b0532a6a752a","resolution":{"observed_at":"2026-08-01T10:59:55.347422Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2607.15495","last_updated":"2026-07-16T22:54:30Z","snapshot_observed_at":"2026-08-14T01:11:53.269973Z","submitted_at":"2026-07-16T22:54:30Z","title":"Verbalizable Representations Form a Global Workspace in Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2607.15495","snapshot_observed_at":"2026-08-01T10:59:55.350406Z","title":"URL https://arxiv.org/abs/2607.15495.2607.15495","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.350406Z"},"links":{"cited_paper":"/paper/2607.15495","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:e9df05c750d20bcffa7fef829fe8a680198f439cfd88f54a4dbb0f1f4c0be99c","observation_id":"4e116baa-ac9f-46d5-b69d-7668bedd4a8a","resolution":{"observed_at":"2026-08-01T10:59:55.350406Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1802.03426","last_updated":"2020-09-18T01:56:41Z","snapshot_observed_at":"2026-08-02T15:32:07.466568Z","submitted_at":"2018-02-09T19:39:33Z","title":"UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1802.03426","snapshot_observed_at":"2026-08-01T10:59:55.354646Z","title":"& Melville, J","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.354646Z"},"links":{"cited_paper":"/paper/1802.03426","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:4773d4209e6a18fb15ffdedf296c3ad07ac43896a64dc919556f8e23ea72c733","observation_id":"255e72cb-03fc-4832-9173-2e179b70cf87","resolution":{"observed_at":"2026-08-01T10:59:55.354646Z","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":"2026-08-01T10:59:55.357685Z","title":"F.et al.Deep reinforcement learning from human preferences","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.357685Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:65529751cf35427dbac9b9a0f4bf6d0e23908feb8128137381aca4a5c95844f8","observation_id":"e1c46b0e-f8cd-4755-b1e8-b1d563732b88","resolution":{"observed_at":"2026-08-01T10:59:55.357685Z","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":"2026-08-01T10:59:55.360632Z","title":"In Advances in Neural Information Processing Systems, vol","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.360632Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:219ff6ad9b05c8fbfa43d40ae2b20d01e30d35f09e265bf71995e65531b692d0","observation_id":"940cd124-b365-4dca-9beb-6c5074c75947","resolution":{"observed_at":"2026-08-01T10:59:55.360632Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.20050","last_updated":"2023-05-31T17:24:00Z","snapshot_observed_at":"2026-08-11T17:22:43.545531Z","submitted_at":"2023-05-31T17:24:00Z","title":"Let's Verify Step by Step","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.20050","snapshot_observed_at":"2026-08-01T10:59:55.363562Z","title":"URL https://arxiv","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.363562Z"},"links":{"cited_paper":"/paper/2305.20050","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:dc75890ff81c19b07b21e2efe4eb7bc787426ef25d3b1cf9ebdc5f6d318033eb","observation_id":"5909c3c7-22bf-453b-a99e-d52690e43779","resolution":{"observed_at":"2026-08-01T10:59:55.363562Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.01405","last_updated":"2025-03-03T06:14:14Z","snapshot_observed_at":"2026-07-06T16:26:38.284922Z","submitted_at":"2023-10-02T17:59:07Z","title":"Representation Engineering: A Top-Down Approach to AI Transparency","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.01405","snapshot_observed_at":"2026-08-01T10:59:55.367201Z","title":"URLhttps://arxiv.org/abs/2310.01405","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.367201Z"},"links":{"cited_paper":"/paper/2310.01405","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:061b9d56cf1423d34c85aa3b4e70f8ab02fb85b7e4329d0ca27746fd79934d73","observation_id":"bf5157e4-a8cc-4c92-943c-5c1ec8313e2e","resolution":{"observed_at":"2026-08-01T10:59:55.367201Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.10248","last_updated":"2024-10-10T13:20:13Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-08-20T12:21:05Z","title":"Steering Language Models With Activation Engineering","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.10248","snapshot_observed_at":"2026-08-01T10:59:55.370205Z","title":"M.et al.Steering language models with activation engineering.arXiv preprint arXiv:2308.10248 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.370205Z"},"links":{"cited_paper":"/paper/2308.10248","citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:c4b22a3c5a03333290e8e877d39a1ab475421d7badb844d27b1f22b1f91e7f00","observation_id":"6d3421ef-ae81-43bc-bd55-4403e675a4a3","resolution":{"observed_at":"2026-08-01T10:59:55.370205Z","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":"2026-08-01T10:59:55.373220Z","title":"Gemma 4 e4b it model card","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-01T10:59:55.373220Z"},"links":{"citing_paper":"/paper/2607.20058"},"observation_digest":"sha256:035fc75222317af3032013f660f03ee56e557b0a4e45ca3cc9922e4dd227af13","observation_id":"f48bc578-f36e-4195-bd6d-03f8485a6139","resolution":{"observed_at":"2026-08-01T10:59:55.373220Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.20058","last_updated":"2026-07-22T12:02:49Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-09T10:35:49.017449Z","submitted_at":"2026-07-22T12:02:49Z","title":"Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model"},"reference_resolution":{"displayed":50,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":48,"verified_exact":1,"verified_fuzzy":0},"total_outbound_references":50},"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":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2607.20058."}