{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:RGTYIUX6SDCCBDTWR5FODQZSZA","short_pith_number":"pith:RGTYIUX6","canonical_record":{"source":{"id":"2402.09404","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-14T18:59:33Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"6a50b71107dde463063ff994ff6b0dde735305a201bc1b15024ba18029569de2","abstract_canon_sha256":"8f05937173ba352343fda78f10837f8973ea25538f83c78afe4f066191d1dc90"},"schema_version":"1.0"},"canonical_sha256":"89a78452fe90c4208e768f4ae1c332c802a98a778fbb0cea29c5216a708093b7","source":{"kind":"arxiv","id":"2402.09404","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.09404","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"arxiv_version","alias_value":"2402.09404v2","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.09404","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"pith_short_12","alias_value":"RGTYIUX6SDCC","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"pith_short_16","alias_value":"RGTYIUX6SDCCBDTW","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"pith_short_8","alias_value":"RGTYIUX6","created_at":"2026-07-05T11:24:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:RGTYIUX6SDCCBDTWR5FODQZSZA","target":"record","payload":{"canonical_record":{"source":{"id":"2402.09404","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-14T18:59:33Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"6a50b71107dde463063ff994ff6b0dde735305a201bc1b15024ba18029569de2","abstract_canon_sha256":"8f05937173ba352343fda78f10837f8973ea25538f83c78afe4f066191d1dc90"},"schema_version":"1.0"},"canonical_sha256":"89a78452fe90c4208e768f4ae1c332c802a98a778fbb0cea29c5216a708093b7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:24:51.193603Z","signature_b64":"K9ACeB1L+CrAa2Vo1nDyKcsU2URg8Sscq0Z4UFr4SOtue+o24HGASKa/Cl/jfjjUc0wspULxIaJCuC2avKx3Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"89a78452fe90c4208e768f4ae1c332c802a98a778fbb0cea29c5216a708093b7","last_reissued_at":"2026-07-05T11:24:51.193088Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:24:51.193088Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.09404","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:24:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wcmYY84+/RkmfhkF8jHtFg2gD0K6rysLhpKkCgIeY3gNvMw8HhNjLdrgiYXY7kswksMLjlrsZhDtqHw3z/zqBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T15:43:41.664169Z"},"content_sha256":"2ed325f11c0f93cfee138bccb1c0b22248db96ee98a808f5d76833a42d921a9a","schema_version":"1.0","event_id":"sha256:2ed325f11c0f93cfee138bccb1c0b22248db96ee98a808f5d76833a42d921a9a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:RGTYIUX6SDCCBDTWR5FODQZSZA","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AQA-Bench: An Interactive Benchmark for Evaluating LLMs' Sequential Reasoning Ability","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CL","authors_text":"Bingchen Zhao, Cihang Xie, Siwei Yang","submitted_at":"2024-02-14T18:59:33Z","abstract_excerpt":"This paper introduces AQA-Bench, a novel benchmark to assess the sequential reasoning capabilities of large language models (LLMs) in algorithmic contexts, such as depth-first search (DFS). The key feature of our evaluation benchmark lies in its interactive evaluation protocol - for example, in DFS, the availability of each node's connected edge is contingent upon the model's traversal to that node, thereby necessitating the LLM's ability to effectively remember visited nodes and strategize subsequent moves considering the possible environmental feedback in the future steps. We comprehensively"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.09404","kind":"arxiv","version":2},"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/2402.09404/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":"2026-07-05T11:24:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1LjZwnFrhEW8yB3CuFtER1yD3jHlzkZ4DuqMQd9dMBOdseTPzsPf4G98YXiWE8y4s412bAxB3kM5xaKwp4s1Cg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T15:43:41.664704Z"},"content_sha256":"17c367dfa0050e062ebbaeaa25dd3249184a8862193fef01c5c80823ca6df51f","schema_version":"1.0","event_id":"sha256:17c367dfa0050e062ebbaeaa25dd3249184a8862193fef01c5c80823ca6df51f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/RGTYIUX6SDCCBDTWR5FODQZSZA/bundle.json","state_url":"https://pith.science/pith/RGTYIUX6SDCCBDTWR5FODQZSZA/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/RGTYIUX6SDCCBDTWR5FODQZSZA/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":"2026-08-06T15:43:41Z","links":{"resolver":"https://pith.science/pith/RGTYIUX6SDCCBDTWR5FODQZSZA","bundle":"https://pith.science/pith/RGTYIUX6SDCCBDTWR5FODQZSZA/bundle.json","state":"https://pith.science/pith/RGTYIUX6SDCCBDTWR5FODQZSZA/state.json","well_known_bundle":"https://pith.science/.well-known/pith/RGTYIUX6SDCCBDTWR5FODQZSZA/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:RGTYIUX6SDCCBDTWR5FODQZSZA","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":"8f05937173ba352343fda78f10837f8973ea25538f83c78afe4f066191d1dc90","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-14T18:59:33Z","title_canon_sha256":"6a50b71107dde463063ff994ff6b0dde735305a201bc1b15024ba18029569de2"},"schema_version":"1.0","source":{"id":"2402.09404","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.09404","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"arxiv_version","alias_value":"2402.09404v2","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.09404","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"pith_short_12","alias_value":"RGTYIUX6SDCC","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"pith_short_16","alias_value":"RGTYIUX6SDCCBDTW","created_at":"2026-07-05T11:24:51Z"},{"alias_kind":"pith_short_8","alias_value":"RGTYIUX6","created_at":"2026-07-05T11:24:51Z"}],"graph_snapshots":[{"event_id":"sha256:17c367dfa0050e062ebbaeaa25dd3249184a8862193fef01c5c80823ca6df51f","target":"graph","created_at":"2026-07-05T11:24:51Z","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/2402.09404/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper introduces AQA-Bench, a novel benchmark to assess the sequential reasoning capabilities of large language models (LLMs) in algorithmic contexts, such as depth-first search (DFS). The key feature of our evaluation benchmark lies in its interactive evaluation protocol - for example, in DFS, the availability of each node's connected edge is contingent upon the model's traversal to that node, thereby necessitating the LLM's ability to effectively remember visited nodes and strategize subsequent moves considering the possible environmental feedback in the future steps. We comprehensively","authors_text":"Bingchen Zhao, Cihang Xie, Siwei Yang","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-14T18:59:33Z","title":"AQA-Bench: An Interactive Benchmark for Evaluating LLMs' Sequential Reasoning Ability"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.09404","kind":"arxiv","version":2},"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":"sha256:2ed325f11c0f93cfee138bccb1c0b22248db96ee98a808f5d76833a42d921a9a","target":"record","created_at":"2026-07-05T11:24:51Z","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":"8f05937173ba352343fda78f10837f8973ea25538f83c78afe4f066191d1dc90","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-14T18:59:33Z","title_canon_sha256":"6a50b71107dde463063ff994ff6b0dde735305a201bc1b15024ba18029569de2"},"schema_version":"1.0","source":{"id":"2402.09404","kind":"arxiv","version":2}},"canonical_sha256":"89a78452fe90c4208e768f4ae1c332c802a98a778fbb0cea29c5216a708093b7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"89a78452fe90c4208e768f4ae1c332c802a98a778fbb0cea29c5216a708093b7","first_computed_at":"2026-07-05T11:24:51.193088Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:24:51.193088Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"K9ACeB1L+CrAa2Vo1nDyKcsU2URg8Sscq0Z4UFr4SOtue+o24HGASKa/Cl/jfjjUc0wspULxIaJCuC2avKx3Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:24:51.193603Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.09404","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2ed325f11c0f93cfee138bccb1c0b22248db96ee98a808f5d76833a42d921a9a","sha256:17c367dfa0050e062ebbaeaa25dd3249184a8862193fef01c5c80823ca6df51f"],"state_sha256":"355ecd85f9dfa290a3672534075a7275eb283cb859528272c18dd07aa7601988"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Jo2J8uQFErH7b39SzWJ2Pxqh43sv9J0xGKXlmcUNDByN2KHmyjFO68dlQggXCYbh8ouZKUCLC3oK9SIcRZuRDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T15:43:41.670011Z","bundle_sha256":"fc07043534347869100db026dba98ba9ce3dddaa9956ee83e535d2f666f5cc3b"}}