{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:R5ZL7VRUMMQUVN7PXSEZ2YKXMP","short_pith_number":"pith:R5ZL7VRU","canonical_record":{"source":{"id":"2412.11761","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T13:25:42Z","cross_cats_sorted":[],"title_canon_sha256":"62761d671d4116738347008c3f1c1e3404bb52b61233285cf7666240ef64568a","abstract_canon_sha256":"cf3eab250222c06870c8bab4564af8e755f3375231a0334962e12614c7b2cc44"},"schema_version":"1.0"},"canonical_sha256":"8f72bfd63463214ab7efbc899d615763e753f11e28367761d862ea270ddc5978","source":{"kind":"arxiv","id":"2412.11761","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11761","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11761v2","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11761","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"pith_short_12","alias_value":"R5ZL7VRUMMQU","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"pith_short_16","alias_value":"R5ZL7VRUMMQUVN7P","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"pith_short_8","alias_value":"R5ZL7VRU","created_at":"2026-07-05T10:52:38Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:R5ZL7VRUMMQUVN7PXSEZ2YKXMP","target":"record","payload":{"canonical_record":{"source":{"id":"2412.11761","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T13:25:42Z","cross_cats_sorted":[],"title_canon_sha256":"62761d671d4116738347008c3f1c1e3404bb52b61233285cf7666240ef64568a","abstract_canon_sha256":"cf3eab250222c06870c8bab4564af8e755f3375231a0334962e12614c7b2cc44"},"schema_version":"1.0"},"canonical_sha256":"8f72bfd63463214ab7efbc899d615763e753f11e28367761d862ea270ddc5978","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:52:38.777381Z","signature_b64":"aOZT4SqViCf0atFIag4/84+l90/pT1IPFygRSdS9rzdg0N8BDHl/jong1m69a+iHiMof/wNsWUTcT90FtNROBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8f72bfd63463214ab7efbc899d615763e753f11e28367761d862ea270ddc5978","last_reissued_at":"2026-07-05T10:52:38.776896Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:52:38.776896Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.11761","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":"2026-07-05T10:52:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KviksoaR0PovagU5jlaWXoB/6Vg0o26oh7Ymd3RG3UzND7sX8CG1Ir1ONCsyXWvVoM0R+5Hi8ro56RDdvpR8CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T06:12:27.213438Z"},"content_sha256":"0fd2ca989158b0a1ca16bda5384b3c17f61f33888370d28e60f04f260cb9a6b9","schema_version":"1.0","event_id":"sha256:0fd2ca989158b0a1ca16bda5384b3c17f61f33888370d28e60f04f260cb9a6b9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:R5ZL7VRUMMQUVN7PXSEZ2YKXMP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Alain Jaquier, Florian Turati, Franck Legendre, Meriem Elhosni, Noah Syrkis, Sebastian Risi, Timoth\\'ee Anne","submitted_at":"2024-12-16T13:25:42Z","abstract_excerpt":"Large Language Models (LLMs) have demonstrated remarkable performance across various tasks. Their potential to facilitate human coordination with many agents is a promising but largely under-explored area. Such capabilities would be helpful in disaster response, urban planning, and real-time strategy scenarios. In this work, we introduce (1) a real-time strategy game benchmark designed to evaluate these abilities and (2) a novel framework we term HIVE. HIVE empowers a single human to coordinate swarms of up to 2,000 agents through a natural language dialog with an LLM. We present promising res"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11761","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/2412.11761/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":"2026-07-05T10:52:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CQ74KrkitHd3V7KYaiicX9QniUZb8UBeFCDsz2orvBgV7oL1YXv8vxF71Vdd5r74dLKbD8eIH1P71O58mbugCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T06:12:27.213931Z"},"content_sha256":"ce21b7657ceea75305e92f3c576f79021bddc74e9e3526338baa8034450a26d1","schema_version":"1.0","event_id":"sha256:ce21b7657ceea75305e92f3c576f79021bddc74e9e3526338baa8034450a26d1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP/bundle.json","state_url":"https://pith.science/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP/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":"2026-08-07T06:12:27Z","links":{"resolver":"https://pith.science/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP","bundle":"https://pith.science/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP/bundle.json","state":"https://pith.science/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/R5ZL7VRUMMQUVN7PXSEZ2YKXMP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:R5ZL7VRUMMQUVN7PXSEZ2YKXMP","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":"cf3eab250222c06870c8bab4564af8e755f3375231a0334962e12614c7b2cc44","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T13:25:42Z","title_canon_sha256":"62761d671d4116738347008c3f1c1e3404bb52b61233285cf7666240ef64568a"},"schema_version":"1.0","source":{"id":"2412.11761","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11761","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11761v2","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11761","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"pith_short_12","alias_value":"R5ZL7VRUMMQU","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"pith_short_16","alias_value":"R5ZL7VRUMMQUVN7P","created_at":"2026-07-05T10:52:38Z"},{"alias_kind":"pith_short_8","alias_value":"R5ZL7VRU","created_at":"2026-07-05T10:52:38Z"}],"graph_snapshots":[{"event_id":"sha256:ce21b7657ceea75305e92f3c576f79021bddc74e9e3526338baa8034450a26d1","target":"graph","created_at":"2026-07-05T10:52:38Z","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/2412.11761/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have demonstrated remarkable performance across various tasks. Their potential to facilitate human coordination with many agents is a promising but largely under-explored area. Such capabilities would be helpful in disaster response, urban planning, and real-time strategy scenarios. In this work, we introduce (1) a real-time strategy game benchmark designed to evaluate these abilities and (2) a novel framework we term HIVE. HIVE empowers a single human to coordinate swarms of up to 2,000 agents through a natural language dialog with an LLM. We present promising res","authors_text":"Alain Jaquier, Florian Turati, Franck Legendre, Meriem Elhosni, Noah Syrkis, Sebastian Risi, Timoth\\'ee Anne","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T13:25:42Z","title":"Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11761","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":"sha256:0fd2ca989158b0a1ca16bda5384b3c17f61f33888370d28e60f04f260cb9a6b9","target":"record","created_at":"2026-07-05T10:52:38Z","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":"cf3eab250222c06870c8bab4564af8e755f3375231a0334962e12614c7b2cc44","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T13:25:42Z","title_canon_sha256":"62761d671d4116738347008c3f1c1e3404bb52b61233285cf7666240ef64568a"},"schema_version":"1.0","source":{"id":"2412.11761","kind":"arxiv","version":2}},"canonical_sha256":"8f72bfd63463214ab7efbc899d615763e753f11e28367761d862ea270ddc5978","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8f72bfd63463214ab7efbc899d615763e753f11e28367761d862ea270ddc5978","first_computed_at":"2026-07-05T10:52:38.776896Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:52:38.776896Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aOZT4SqViCf0atFIag4/84+l90/pT1IPFygRSdS9rzdg0N8BDHl/jong1m69a+iHiMof/wNsWUTcT90FtNROBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:52:38.777381Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.11761","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0fd2ca989158b0a1ca16bda5384b3c17f61f33888370d28e60f04f260cb9a6b9","sha256:ce21b7657ceea75305e92f3c576f79021bddc74e9e3526338baa8034450a26d1"],"state_sha256":"2fe455658f97d371c00c010a265fc8d3592997136f3baa451f04d6c6de05986a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QvzAB8sVLUZjXiKGenpMC2Kz0ow1/0fqdWxHR6G3TXFcpyDV0S2R+HqbYs7cyKFshbBjkIDHphFchW8tEpQyBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T06:12:27.217587Z","bundle_sha256":"493b295c9d992a1144ce71850324dda2027be6df8076d47d9ff235f5b5ba0c08"}}