Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:31:13.513076Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 100 of 125 outbound references and 21 inbound Pith citation observations for arXiv:2508.11987.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:31:13.513076Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T04:29:41.376395Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
100 of 125 outbound references displayed
External citation measurements
1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 3e194a3e-9829-4561-88d7-26640ae55a28 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Babyagi, 2024
Reference 1
Source-reported events for the cited work
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Observation 06460b3b-61d8-427f-bfb2-4d26d474c0e0 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction LangChain, October 2022
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2d8bb70-06e2-4627-bd49-d33d5b5d01f2 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Chatbot arena: An open platform for evaluating llms by human preference
Reference 3
Source-reported events for the cited work
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Observation bf422e0e-80c9-4b00-ab98-056523a10250 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 4
Source-reported events for the cited work
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Observation 7c1b6ecd-cfb8-4277-9028-159e3b89f08f · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Investigating data contamination in modern benchmarks for large language models
Reference 5
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Observation bc2e53fb-a5fe-434c-8e70-d64c33671837 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Mind2Web: Towards a Generalist Agent for the Web
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12514600-a541-440f-b609-de155128e97d · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gemini deep research — your personal research assistant, 2025
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84fbe904-434d-4b4a-98a2-b02056b91eb4 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction OpenEP: Open-Ended Future Event Prediction
Reference 8
Source-reported events for the cited work
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Observation c97879ef-bcea-4e98-b986-64ce28a1e5f2 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 9
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Observation fa19d272-f3d1-4064-8a45-80a99dc0088b · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Measuring massive multitask language understanding
Reference 10
Source-reported events for the cited work
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Observation 99966f50-ea3e-47c8-a6b4-07b5b267f69d · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Deep Research Agents: A Systematic Examination And Roadmap
Reference 11
Source-reported events for the cited work
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Observation 411280b0-8e7d-4bb6-b58d-897ec64d1531 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c59bd6c5-ae23-40e1-948f-08b79835bb9a · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Swe-bench: Can language models resolve real-world github issues? InThe TwelfthInternational Conference on Learning Representations, 2024
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7035609-437d-4f96-8ff7-ef3b6c8c7203 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Forecastqa: A question answering challenge for event forecasting with temporal text data
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46a199f1-f03c-4c35-9647-230c1c33c5ee · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Forecastbench: A dynamic benchmark of ai forecasting capabilities
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16f4c670-6f2e-4890-ba48-5fe977810206 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gonzalez, and Ion Stoica
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8c21130-530f-45e6-85d9-a459e45afe2b · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Agentbench: Evaluating llms as agents
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7f83edb-7a6d-445c-8f57-fe2840b15a38 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gaia: a benchmark for general ai assistants
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8a428d5-e6af-4422-bf04-1c05f6421c9c · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 595e59bf-0ba2-4942-a057-20e9434b3a96 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Introducing SWE-Bench verified, 2024
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99b2f3db-8100-4a17-9159-ba990cc53e40 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Introducing deep research, 2025
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e04179f-4312-42db-b81a-1ea31fa61dcb · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Pitfalls in Evaluating Language Model Forecasters
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcc28586-f289-4270-b69d-958a0be20b99 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Training software engineering agents and verifiers with swe-gym
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28083c10-b729-4aae-997f-c48c9769f970 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Generative Agents: Interactive Simulacra of Human Behavior
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62a37435-d5e6-49fe-8d9b-0ea0ffb32736 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Open- source deepresearch – freeing our search agents, 2025
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a86d6d8-10b8-4eb3-9a12-f9bea9e01228 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction ‘smola- gents‘: a smol library to build great agentic systems.https://github.com/huggingface/smolagents, 2025
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe37f0aa-3835-480c-b8f0-ba884b832dbc · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 575f892a-375a-4177-8df8-c4361484a34b · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Aime: Towards Fully-Autonomous Multi-Agent Framework
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11458517-c073-48c1-bdee-09fe074be153 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7f6b38a-12b5-47ec-8ca2-9d5e08af573d · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Futurebench: Evaluating agents’ future prediction capabilities, 2025
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b3ab6a0-f9b5-424c-809a-82452b308dff · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Superglue: A stickier benchmark for general-purpose language understanding systems.Advances in neural information processing systems, 32, 2019
Reference 31
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Unavailable: canonical work link unavailable.
Observation e36dc413-0095-4501-8c10-8d271cbf4040 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a125ae74-d851-4901-a6d2-a7974fcc6c78 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Livebench: A challenging, contamination-limited llm benchmark
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96e3731a-e52c-4dc3-bfaa-b2cc7c812603 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Bench to the Future: A Pastcasting Benchmark for Forecasting Agents
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4da1ea2-fac3-4ae1-8c68-a8f806f1ae16 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Agentic reasoning: A streamlined framework for enhancing llm reasoning with agentic tools
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7976a1c-8123-4c6e-92ad-8bc047f2c5d6 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Reasoning or memorization? unreliable results of reinforcement learning due to data contamination
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b198f921-ab03-4e50-8a2f-c333763b787a · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Evaluation-driven development of llm agents: A process model and reference architecture.arXiv preprint arXiv:2411.13768, 2024
Reference 38
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Unavailable: canonical work link unavailable.
Observation fcc2eeb3-38b4-4b31-84c0-2a19f75e0681 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction SWE-smith: Scaling Data for Software Engineering Agents
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e2dd0cc-3873-488c-81ae-cc79847d0f30 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction ReAct: Synergizing Reasoning and Acting in Language Models
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b09dc4a8-32a4-4a98-8c37-997bdb9d5e37 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction InThe Thirteenth International Conference on Learning Representations, 2025
Reference 41
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Unavailable: canonical work link unavailable.
Observation ec20545b-2014-4374-8bbf-7be8daae8e1e · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Survey on Evaluation of LLM-based Agents
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac2ee386-e9af-44a8-8cd9-da6b984c0dee · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e6febb5-a5c9-4ff8-bcf6-7c7a87d49f36 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction SWE-bench Goes Live!
Reference 44
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Unavailable: canonical work link unavailable.
Observation 6b93d9c8-d4bc-4972-a966-081067e35044 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6c0f200-bfa0-42ee-9b0b-e131aadd1faf · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86a3ce32-afab-462b-90b3-48c24337f553 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Webarena: A realistic web environment for building autonomous agents
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 731392de-e4a5-485d-ac47-b90a3ef3773a · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Forecasting future world events with neural networks.Advances in Neural Information Processing Systems, 35:27293–27305, 2022
Reference 48
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Unavailable: canonical work link unavailable.
Observation 84905bf1-319a-4166-8968-54e2479041a2 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03353162-8d80-40a0-aecf-ffc48c487b3d · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e70aef98-63f5-419e-ad3a-f21e055afc42 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa821438-690d-45bf-8054-156466c980a4 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction garbage in, garbage out,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c2bd199-99bc-4288-96b6-5c86b7a1d0ab · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fabee5a3-641c-40c5-ba64-f9aab250c7e9 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb60427c-bdb4-4b2e-8433-843d3c985325 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction national security threat
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe5ae9da-07cb-4e31-b057-d85b99b6fcda · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe5a9f18-51e8-4f46-b667-a00c554b9a7e · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Such large-scale protests carry a high risk of violence
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30d2283b-c30c-4348-8644-18658c9da1e4 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 58
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Unavailable: canonical work link unavailable.
Observation 41d68e04-a62d-46eb-aa42-251faa3beb79 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Expert analysis points out that there are fundamental differences between these riots and the 1992 Los Angeles riots
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35ec77a6-80ab-45e4-8293-84a65c6cfff2 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction This prediction is based on the current relatively stable death toll trend and the likely scale of conflicts
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55e2af5e-8b07-43c4-b1e0-202a8b561190 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97491c14-4151-48a7-a077-0f498a5b0101 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction However, given the current military deployment and law enforcement capabilities, the possibility of this happening is relatively low
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 866a9025-ebb2-4791-ab78-33d2f3f3fdcf · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 009d78aa-cecc-4c0b-9bb5-9fd16a2ffb1d · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction 3.Impact of sudden events: Unexpected incidents, such as the July 18 explosion, could cause a sudden increase in the death toll
Reference 64
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Unavailable: canonical work link unavailable.
Observation e58bcca7-f663-4ef2-bf09-560a5eb70d21 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74712de4-f950-4307-a621-ebab28ad3aee · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1452907f-ca67-469a-a2a2-36fde3fdfe0e · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction The outcome be $4400 B
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87e6190a-a8c5-4c54-a0e4-adae58556e30 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task • The event to be predicted concerns the price of Ethereum (ETH) during the week of July 21-27, 2025, with reference time around 2025-07-28T04:00:00Z
Reference 68
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Unavailable: canonical work link unavailable.
Observation bd81b2e7-0c6e-4880-ab9a-b52a7b2a244f · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 15311de4-5105-4e84-8319-5c80fd0e8420 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a0c87a0f-8194-4823-beac-2b541fa2d808 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 63e4ec1e-f04d-4f36-9b07-e5e5889b0cd5 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b2796fe9-95d3-4bf7-8f63-5b60f06631f3 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 161809d5-c3fa-4e2d-ae26-84dbd87486f6 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fd7caa45-fc5c-434a-86a1-7bedec5406e8 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8336dcf8-000c-4de9-8d38-c1d4d9cebe3a · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction 42 Gemini-2.5-pro
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation df9ff1d1-7da4-4078-9d60-c41c504810d7 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task •Asset to Predict:Ethereum (ETH)
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 291d647e-c743-4212-bd43-7915bcc31df5 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c12f337a-5e3e-4aa2-8c93-bc8cd111451f · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a4d99c5d-736d-4acb-910f-cf643af46602 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dc8d5b37-85b4-4038-ad43-ed8ed9dfa4ca · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fcf0e367-49b1-4a41-ba3b-ac4ec2b97c39 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ffb2ea24-33f8-4f24-ae0d-a3001bafa800 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c1dbb9cb-4f35-4f78-a560-a1026226d05f · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6f0d7a7f-6b08-4b76-a796-6916eef6c351 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Qwen3-32B
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0fdbf1da-f88c-45c0-9561-a4648ae1461e · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task •The event to predict is the price of Ethereum (ETH) on July 21–27, around 2025-07-28T04:00:00Z
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2f4c58d9-1863-4c7b-9fad-959d2bf5c898 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0a630874-a843-4293-94db-8cbd9a544a28 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2c228e12-55d6-49a7-a702-e27cd9472bc3 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 334058a2-f015-47b5-9154-bd6185337db6 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c89961d0-44db-4f33-99cc-7da27db35764 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dce13aa0-8524-4194-913a-5ac3586e4132 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation de2d2a2d-ecde-41d2-9b4d-c0c69a6c884a · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Deepseek-V3
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1d5c67b0-5cc9-462b-87c6-227198f98191 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task •The event to predict is the price of Ethereum (ETH) between July 21–27, 2025
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4aa41563-9a84-4d62-bca5-db5ffc53850d · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0adfdabc-b8ad-433a-8bbe-2cabd1c14006 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bfacc286-de84-454a-85fa-311897c468ff · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1df13b53-74d7-4ce7-92e1-acd5724afb3b · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 01e55be7-9586-4704-8039-8fd4e92c2f50 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c7c744a2-24ea-4cb2-a54b-5fb286f21f93 · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1e0a6982-0c61-4e84-a9da-8e54c34b214f · outbound
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction B,C,D,E GPT-4o-mini
Reference 101
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2c6923c7-26be-4d64-987e-d9bbd48a801e · inbound
CryptoBench: A Dynamic Benchmark for Expert-Level Evaluation of LLM Agents in Cryptocurrency FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9423e84a-2c86-49ad-8a40-bf144231d01e · inbound
FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 196c64bf-89fb-413e-b28c-2b56b81bc7d9 · inbound
AlphaForgeBench: Benchmarking End-to-End Trading Strategy Design with Large Language Models FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4086e844-9e3c-4fcb-a18a-802f58fa529d · inbound
Can Large Language Models Derive New Knowledge? A Dynamic Benchmark for Biological Knowledge Discovery FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ed7b871-1ccc-472f-a463-cf997e854763 · inbound
PolyBench: Benchmarking LLM Forecasting and Trading Capabilities on Live Prediction Market Data FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 48732151-1919-4c5f-8780-dd801c8c8892 · inbound
Harnessing Pre-Resolution Signals for Future Prediction Agents FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 556baddc-4576-4710-9977-bf4e6dec3c1d · inbound
Harnessing Pre-Resolution Signals for Future Prediction Agents FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d91d3864-7724-4c92-a51f-c4df51d6db85 · inbound
Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 62d6fa52-153a-4b9f-a7e6-ed961892fe05 · inbound
Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f40aaea-1d2a-4ee3-9c25-17e7c5d5a533 · inbound
Analytica: Soft Propositional Reasoning for Robust and Scalable LLM-Driven Analysis FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 955955d4-8963-4547-b622-7ae398e2a2f3 · inbound
LATTICE: Evaluating Decision Support Utility of Crypto Agents FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8db14471-a901-48f8-9ca3-f91bbcee7cea · inbound
KellyBench: A Benchmark for Long-Horizon Sequential Decision Making FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9c033e61-f46c-49ea-9e12-1086b2fcf378 · inbound
OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c05e631b-632c-4b40-a531-c32f67559898 · inbound
Scientific reasoning does not reliably translate into scientific forecasting in frontier AI FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 072fb71f-1a39-485a-b248-f830b7ee8264 · inbound
Scientific reasoning does not reliably translate into scientific forecasting in frontier AI FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 678056fa-82c0-40f5-a614-ed54691b3b26 · inbound
ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8c22fc98-30b1-46c3-bb82-0facb0491dc9 · inbound
WorldReasoner: Evaluating Whether Language Model Agents Forecast Events with Valid Reasoning FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0e6c6222-9efe-4c32-b7eb-4f429394aa3d · inbound
Agentic Time Machine as an Infrastructure for Future-Event Forecasting FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 90fd05a4-882d-4a58-b040-a52f4bdb448e · inbound
Diverse Evidence, Better Forecasts: Multi-Agent Deliberation Under Information Asymmetry FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 498f3c86-cc5f-413e-9032-7a07a0b7f324 · inbound
Decentralized Aggregation of LLM Predictions via Wagering Mechanisms FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ad694f1-29a4-478e-b721-53ff65c4dce3 · inbound
SocietyBench: Forecasting Counterfactual Social-World Evolution FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Reference 203
Source-reported events for the cited work
Unavailable: canonical work link unavailable.