{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:7UDAQK3XJ4RC27L3TSO7WRTVIG","short_pith_number":"pith:7UDAQK3X","canonical_record":{"source":{"id":"2506.13192","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T07:59:51Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"80e1f089baed02fccca1b3094681aa585b6ccf0fef36c055631ece4656187cee","abstract_canon_sha256":"5add27716c5a2f9b77a67de5b788051e8a75c4be1ab90d9d264c3f9f41a7d91d"},"schema_version":"1.0"},"canonical_sha256":"fd06082b774f222d7d7b9c9dfb467541a7575580e7e06cb918e2876f027db2af","source":{"kind":"arxiv","id":"2506.13192","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.13192","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"arxiv_version","alias_value":"2506.13192v1","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.13192","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"pith_short_12","alias_value":"7UDAQK3XJ4RC","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"pith_short_16","alias_value":"7UDAQK3XJ4RC27L3","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"pith_short_8","alias_value":"7UDAQK3X","created_at":"2026-07-05T11:22:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:7UDAQK3XJ4RC27L3TSO7WRTVIG","target":"record","payload":{"canonical_record":{"source":{"id":"2506.13192","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T07:59:51Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"80e1f089baed02fccca1b3094681aa585b6ccf0fef36c055631ece4656187cee","abstract_canon_sha256":"5add27716c5a2f9b77a67de5b788051e8a75c4be1ab90d9d264c3f9f41a7d91d"},"schema_version":"1.0"},"canonical_sha256":"fd06082b774f222d7d7b9c9dfb467541a7575580e7e06cb918e2876f027db2af","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:22:06.580837Z","signature_b64":"VGxrgkzgi91Lw+YRAJcPuhq3mRFv+BJUU1QPcL1kq2odUczyWZZFXqakkPyeW+KexQ1/4HUHe/JyxtjL2mSFDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fd06082b774f222d7d7b9c9dfb467541a7575580e7e06cb918e2876f027db2af","last_reissued_at":"2026-07-05T11:22:06.580341Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:22:06.580341Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.13192","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":"2026-07-05T11:22:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aTXhqeKSilZNv2cB65Ha7ltbdywCxaROt2Mt5LGeeACVzNGanbK7HoKBPg7rj6z+yzRtvjaW9j3GuA7aBmAjCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-17T00:54:16.712016Z"},"content_sha256":"4027981f99de09911d2313852c706e883a6409829058bc284975ad6e5551027a","schema_version":"1.0","event_id":"sha256:4027981f99de09911d2313852c706e883a6409829058bc284975ad6e5551027a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:7UDAQK3XJ4RC27L3TSO7WRTVIG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Bangyi Wu, Junzhao Jin, Liwei Li, Meiru Zhang, Shang Xiao, Xintong Tang, Yang Zheng, Zihan Zhao","submitted_at":"2025-06-16T07:59:51Z","abstract_excerpt":"Large language models (LLMs) are often constrained by rigid reasoning processes, limiting their ability to generate creative and diverse responses. To address this, a novel framework called LADDER is proposed, combining Chain-of-Thought (CoT) reasoning, Mixture of Experts (MoE) models, and multi-dimensional up/down-sampling strategies which breaks the limitations of traditional LLMs. First, CoT reasoning guides the model through multi-step logical reasoning, expanding the semantic space and breaking the rigidity of thought. Next, MoE distributes the reasoning tasks across multiple expert modul"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.13192","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/2506.13192/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":"2026-07-05T11:22:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cPxJrDrVwOnNRL2k/3DJX6oMATixYKYwoALi4NXRNAAl5rckOmtr6lP9CZI4zaP+506iNEtr6HQ6WEdK5QcJDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-17T00:54:16.712398Z"},"content_sha256":"af7137a4a3aaa3b7cdf4bbd59a10541f6bb4ebab04aa7a81099eb5a2a7815565","schema_version":"1.0","event_id":"sha256:af7137a4a3aaa3b7cdf4bbd59a10541f6bb4ebab04aa7a81099eb5a2a7815565"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG/bundle.json","state_url":"https://pith.science/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG/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":"2026-07-17T00:54:16Z","links":{"resolver":"https://pith.science/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG","bundle":"https://pith.science/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG/bundle.json","state":"https://pith.science/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7UDAQK3XJ4RC27L3TSO7WRTVIG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7UDAQK3XJ4RC27L3TSO7WRTVIG","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":"5add27716c5a2f9b77a67de5b788051e8a75c4be1ab90d9d264c3f9f41a7d91d","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T07:59:51Z","title_canon_sha256":"80e1f089baed02fccca1b3094681aa585b6ccf0fef36c055631ece4656187cee"},"schema_version":"1.0","source":{"id":"2506.13192","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.13192","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"arxiv_version","alias_value":"2506.13192v1","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.13192","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"pith_short_12","alias_value":"7UDAQK3XJ4RC","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"pith_short_16","alias_value":"7UDAQK3XJ4RC27L3","created_at":"2026-07-05T11:22:06Z"},{"alias_kind":"pith_short_8","alias_value":"7UDAQK3X","created_at":"2026-07-05T11:22:06Z"}],"graph_snapshots":[{"event_id":"sha256:af7137a4a3aaa3b7cdf4bbd59a10541f6bb4ebab04aa7a81099eb5a2a7815565","target":"graph","created_at":"2026-07-05T11:22:06Z","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/2506.13192/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) are often constrained by rigid reasoning processes, limiting their ability to generate creative and diverse responses. To address this, a novel framework called LADDER is proposed, combining Chain-of-Thought (CoT) reasoning, Mixture of Experts (MoE) models, and multi-dimensional up/down-sampling strategies which breaks the limitations of traditional LLMs. First, CoT reasoning guides the model through multi-step logical reasoning, expanding the semantic space and breaking the rigidity of thought. Next, MoE distributes the reasoning tasks across multiple expert modul","authors_text":"Bangyi Wu, Junzhao Jin, Liwei Li, Meiru Zhang, Shang Xiao, Xintong Tang, Yang Zheng, Zihan Zhao","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T07:59:51Z","title":"Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.13192","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":"sha256:4027981f99de09911d2313852c706e883a6409829058bc284975ad6e5551027a","target":"record","created_at":"2026-07-05T11:22:06Z","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":"5add27716c5a2f9b77a67de5b788051e8a75c4be1ab90d9d264c3f9f41a7d91d","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T07:59:51Z","title_canon_sha256":"80e1f089baed02fccca1b3094681aa585b6ccf0fef36c055631ece4656187cee"},"schema_version":"1.0","source":{"id":"2506.13192","kind":"arxiv","version":1}},"canonical_sha256":"fd06082b774f222d7d7b9c9dfb467541a7575580e7e06cb918e2876f027db2af","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fd06082b774f222d7d7b9c9dfb467541a7575580e7e06cb918e2876f027db2af","first_computed_at":"2026-07-05T11:22:06.580341Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:22:06.580341Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VGxrgkzgi91Lw+YRAJcPuhq3mRFv+BJUU1QPcL1kq2odUczyWZZFXqakkPyeW+KexQ1/4HUHe/JyxtjL2mSFDw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:22:06.580837Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.13192","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4027981f99de09911d2313852c706e883a6409829058bc284975ad6e5551027a","sha256:af7137a4a3aaa3b7cdf4bbd59a10541f6bb4ebab04aa7a81099eb5a2a7815565"],"state_sha256":"f18792f0ea956f9b1e4c007483637fcd86c2cc7e47227bfb3c8a0a92fd0c137c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3e/lK+khr+UmMmsXbhkCi6XPac+SZkmaF06arLItz1gZTsM0n4qZ0Yfl7cRjfJ0KKXP35WNFK4nU59zMtgVWAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-17T00:54:16.714547Z","bundle_sha256":"34e07452a3c6b604f1e416c2a3e8cb8791010c41c7b67aed4850157838203fc5"}}