{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:UL2K5FW4MWDVNSVJQQRQSRFP3M","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"ca548ea587c204dc798a81b7bdcdbc2dd138051a90fa0b350f37bfe02996d9d2","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SE","submitted_at":"2026-07-19T01:20:42Z","title_canon_sha256":"e5deb7a3de7301d06be13a6920979c20477db057296be47841af80ece0685c88"},"schema_version":"1.0","source":{"id":"2607.17022","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.17022","created_at":"2026-07-21T01:21:11Z"},{"alias_kind":"arxiv_version","alias_value":"2607.17022v1","created_at":"2026-07-21T01:21:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.17022","created_at":"2026-07-21T01:21:11Z"},{"alias_kind":"pith_short_12","alias_value":"UL2K5FW4MWDV","created_at":"2026-07-21T01:21:11Z"},{"alias_kind":"pith_short_16","alias_value":"UL2K5FW4MWDVNSVJ","created_at":"2026-07-21T01:21:11Z"},{"alias_kind":"pith_short_8","alias_value":"UL2K5FW4","created_at":"2026-07-21T01:21:11Z"}],"graph_snapshots":[{"event_id":"sha256:09100dff778f94ca9c4e81a55f7071818247b5fb83edee172c4496f2f500ef55","target":"graph","created_at":"2026-07-21T01:21:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2607.17022/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language model (LLM) code explanations can support people in solving code-related problems, yet prior work has shown that people have diverse problem-solving styles. If explanations fail to meet people's problem-solving needs, they may be less productive in their occupations and miss opportunities to learn and grow. Although some research has examined how LLMs can adapt their outputs to a user's age or expertise, no prior work has examined how LLMs can adapt their code explanations to people's problem-solving styles. To address this gap, we developed prompts from an established inclusive","authors_text":"Andrew Anderson, David Piorkowski, Justin Weisz, Kush Varshney, Margaret Burnett","cross_cats":["cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SE","submitted_at":"2026-07-19T01:20:42Z","title":"Can LLM Code Explanations Adapt to Diverse Problem-Solvers' Needs?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.17022","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:a367a8ee5febcf28f846ff93affcc3ebaa21988f0f7f8540bbca2e9fb8c13093","target":"record","created_at":"2026-07-21T01:21:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"ca548ea587c204dc798a81b7bdcdbc2dd138051a90fa0b350f37bfe02996d9d2","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SE","submitted_at":"2026-07-19T01:20:42Z","title_canon_sha256":"e5deb7a3de7301d06be13a6920979c20477db057296be47841af80ece0685c88"},"schema_version":"1.0","source":{"id":"2607.17022","kind":"arxiv","version":1}},"canonical_sha256":"a2f4ae96dc658756caa984230944afdb2b55cb361a1ab582179e3c1a2ce5438a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a2f4ae96dc658756caa984230944afdb2b55cb361a1ab582179e3c1a2ce5438a","first_computed_at":"2026-07-21T01:21:11.013634Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-21T01:21:11.013634Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Rw5Zr4hRMZT4NcNFCwi3YX7hqgHgMg3/UBow4+6c+0KlgN2gqP2MzZNR8gJGkYdgnjZZpFdHGnz8r2xBTyTyBg==","signature_status":"signed_v1","signed_at":"2026-07-21T01:21:11.014467Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.17022","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a367a8ee5febcf28f846ff93affcc3ebaa21988f0f7f8540bbca2e9fb8c13093","sha256:09100dff778f94ca9c4e81a55f7071818247b5fb83edee172c4496f2f500ef55"],"state_sha256":"4e7fc92192c8d2c4ac7f923e2d67ced200e53bd37fd4fb47b8ea6fe76c0cbc8c"}