{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:6RYJS5SOHOO7EWYKOA7DEWTQGO","short_pith_number":"pith:6RYJS5SO","canonical_record":{"source":{"id":"2606.04402","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-03T03:29:57Z","cross_cats_sorted":[],"title_canon_sha256":"fef57a0761c3bb44e322827adc51e5128ceab8f8b797a452d058eacb1ca46c83","abstract_canon_sha256":"96d858eb2840668b4b4b14bd2936155522c4d87c198bea03ad47586f30b61168"},"schema_version":"1.0"},"canonical_sha256":"f47099764e3b9df25b0a703e325a703380460ac775983d31bcda928baa9f6bfc","source":{"kind":"arxiv","id":"2606.04402","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04402","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04402v1","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04402","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_12","alias_value":"6RYJS5SOHOO7","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_16","alias_value":"6RYJS5SOHOO7EWYK","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_8","alias_value":"6RYJS5SO","created_at":"2026-06-04T01:09:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:6RYJS5SOHOO7EWYKOA7DEWTQGO","target":"record","payload":{"canonical_record":{"source":{"id":"2606.04402","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-03T03:29:57Z","cross_cats_sorted":[],"title_canon_sha256":"fef57a0761c3bb44e322827adc51e5128ceab8f8b797a452d058eacb1ca46c83","abstract_canon_sha256":"96d858eb2840668b4b4b14bd2936155522c4d87c198bea03ad47586f30b61168"},"schema_version":"1.0"},"canonical_sha256":"f47099764e3b9df25b0a703e325a703380460ac775983d31bcda928baa9f6bfc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-04T01:09:06.757263Z","signature_b64":"HlL6rTgxOcVjqRrJHbZFdM8+bAR+6WDOE29Ao44NT2dUkOTkxt3FIRGD9Knf+dJoh1/kt2tEm+loPfmPpxyvBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f47099764e3b9df25b0a703e325a703380460ac775983d31bcda928baa9f6bfc","last_reissued_at":"2026-06-04T01:09:06.756740Z","signature_status":"signed_v1","first_computed_at":"2026-06-04T01:09:06.756740Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.04402","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-04T01:09:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/TvMl4cMfzqLiyLsIhrkiuX//1wKrTNu0trefO28ROMdRmwdon6c8hAmOvkiGjlZcZy1/9bvm2IKlnNHBgnLAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T00:32:18.139252Z"},"content_sha256":"c6665671db0c8358f0dcbd07ee281b0fbf34e4a05bce8c2ae267fd0400190646","schema_version":"1.0","event_id":"sha256:c6665671db0c8358f0dcbd07ee281b0fbf34e4a05bce8c2ae267fd0400190646"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:6RYJS5SOHOO7EWYKOA7DEWTQGO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Jingbo Wen, Liang He, Ziqi He","submitted_at":"2026-06-03T03:29:57Z","abstract_excerpt":"Modern reasoning models can allocate different amounts of test-time computation, such as thinking tokens, model calls, or compute budget, to different tasks. Existing methods generally drive this allocation by predicted difficulty and spend more compute where it is expected to raise accuracy. This implicitly assumes that all failures cost the same, since an accuracy objective weights every task equally. However, such an assumption does not hold in deployment: A typo in a log message and a migration that corrupts a production database both count as one benchmark failure, but their real-world co"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04402","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2606.04402/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-04T01:09:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MsdTr8v0iDI4JMEiKBPKyMYFPVZG9AAlUydLQedT88dubw1GtDLe+fOiQTsHAt4bS5rMlsww8hSHvIa/CxUmDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T00:32:18.139649Z"},"content_sha256":"9414e2f72c826fb2bdd3c78fc77ba39c2495b191fd10ee24f9dc0288e06a5e2f","schema_version":"1.0","event_id":"sha256:9414e2f72c826fb2bdd3c78fc77ba39c2495b191fd10ee24f9dc0288e06a5e2f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO/bundle.json","state_url":"https://pith.science/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-06-29T00:32:18Z","links":{"resolver":"https://pith.science/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO","bundle":"https://pith.science/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO/bundle.json","state":"https://pith.science/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6RYJS5SOHOO7EWYKOA7DEWTQGO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:6RYJS5SOHOO7EWYKOA7DEWTQGO","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":"96d858eb2840668b4b4b14bd2936155522c4d87c198bea03ad47586f30b61168","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-03T03:29:57Z","title_canon_sha256":"fef57a0761c3bb44e322827adc51e5128ceab8f8b797a452d058eacb1ca46c83"},"schema_version":"1.0","source":{"id":"2606.04402","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04402","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04402v1","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04402","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_12","alias_value":"6RYJS5SOHOO7","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_16","alias_value":"6RYJS5SOHOO7EWYK","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_8","alias_value":"6RYJS5SO","created_at":"2026-06-04T01:09:06Z"}],"graph_snapshots":[{"event_id":"sha256:9414e2f72c826fb2bdd3c78fc77ba39c2495b191fd10ee24f9dc0288e06a5e2f","target":"graph","created_at":"2026-06-04T01:09:06Z","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/2606.04402/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern reasoning models can allocate different amounts of test-time computation, such as thinking tokens, model calls, or compute budget, to different tasks. Existing methods generally drive this allocation by predicted difficulty and spend more compute where it is expected to raise accuracy. This implicitly assumes that all failures cost the same, since an accuracy objective weights every task equally. However, such an assumption does not hold in deployment: A typo in a log message and a migration that corrupts a production database both count as one benchmark failure, but their real-world co","authors_text":"Jingbo Wen, Liang He, Ziqi He","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-03T03:29:57Z","title":"Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04402","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:c6665671db0c8358f0dcbd07ee281b0fbf34e4a05bce8c2ae267fd0400190646","target":"record","created_at":"2026-06-04T01:09:06Z","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":"96d858eb2840668b4b4b14bd2936155522c4d87c198bea03ad47586f30b61168","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-03T03:29:57Z","title_canon_sha256":"fef57a0761c3bb44e322827adc51e5128ceab8f8b797a452d058eacb1ca46c83"},"schema_version":"1.0","source":{"id":"2606.04402","kind":"arxiv","version":1}},"canonical_sha256":"f47099764e3b9df25b0a703e325a703380460ac775983d31bcda928baa9f6bfc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f47099764e3b9df25b0a703e325a703380460ac775983d31bcda928baa9f6bfc","first_computed_at":"2026-06-04T01:09:06.756740Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T01:09:06.756740Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HlL6rTgxOcVjqRrJHbZFdM8+bAR+6WDOE29Ao44NT2dUkOTkxt3FIRGD9Knf+dJoh1/kt2tEm+loPfmPpxyvBg==","signature_status":"signed_v1","signed_at":"2026-06-04T01:09:06.757263Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04402","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c6665671db0c8358f0dcbd07ee281b0fbf34e4a05bce8c2ae267fd0400190646","sha256:9414e2f72c826fb2bdd3c78fc77ba39c2495b191fd10ee24f9dc0288e06a5e2f"],"state_sha256":"45143c154fcb38aac459909277713d39f18bace002a23101877f7ecfa67e7bab"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Du2h55FdOxqvxAbrKYIn0FbmxF0XAbX1Q0nfWUAuaUDFmPx2egTMeOsf2InlLzGjo64F+ClMGTvfIPTwTEf6BA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-29T00:32:18.141563Z","bundle_sha256":"024cbe32c48df8d0c57b47c6add1ebee31796a8e5d323f31db7f1cd815621b34"}}