Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:38:04.551852Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2412.13233.
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 2026-08-11T13:38:04.551852Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T18:12:28.316470Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-10T18:12:28.374832Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c29bca7f-fd01-4880-a5ee-57feed573266 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs The Rise and Potential of Large Language Model Based Agents: A Survey
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7a1fd3f-d7e9-40c7-9b62-9dacdc4d0826 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 70ded954-323c-4103-8342-6a20c7a3b36c · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caf1346f-ff6a-41f5-8510-c56174d80886 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs A survey on large language model based autonomous agents,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d78314c0-510d-46e8-80c9-01b9b2462378 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0418f53-9e13-4a28-bd10-d1b764535ff7 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Musescore
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 17e3662b-3ddb-4e21-ad6d-b4ed25288adf · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs GPT-4 Technical Report
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 722b2b73-7fe6-4a54-acb2-75454f07918c · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb8d4f9d-0631-4e42-b43b-16aeba0c80f7 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf18b6bc-8272-49d6-8b02-4eaa7cc58f09 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Human-level control through deep re- inforcement learning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 772cfd2c-8215-44c8-8781-0b80ae8beb8f · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Continuous control with deep reinforcement learning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf9df920-918f-4c1d-a3ba-b4a3f4afa83d · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Proximal Policy Optimization Algorithms
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1e9c874-472e-44d8-8b13-5a4a25fb2999 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Language models are few-shot learners,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation aa7ef800-cf6f-48b3-90f7-b251220488fe · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77d5263d-7b37-475b-a37f-503765e01a2a · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Gpt is an effective tool for multilingual psychological text analysis,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b3d67cb1-577c-4dd9-8911-ec608696d5c4 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs MemGPT: Towards LLMs as Operating Systems
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 956012af-517a-42c8-a9f4-e472668876ff · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9d39d1de-e688-416b-839f-6bccbd15405d · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Toolformer: Language models can teach themselves to use tools,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9f3af744-7e85-4187-8fec-d2b710a0a944 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Language models are unsupervised multitask learners,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b422daa-8e47-4ed6-97cd-67c0701e81ba · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs GPTVoiceTasker: Advancing Multi-step Mobile Task Efficiency Through Dynamic Interface Exploration and Learning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43e46696-9a8e-49f0-8184-8bb9fc48ca03 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Opendevin: A github repository
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 20bedfed-a6d8-42e2-8b74-3b223fda0779 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Devika: A github repository by stition ai
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 41dcd948-cca2-4264-80eb-2a01f89e01ef · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Hugging face: Open source machine learning tools
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6f901a71-573d-4667-8fed-739d9ff3d814 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs A Survey of Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4b0a703-4b46-4fd9-b6a8-1290c609c6f3 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Language model behavior: A comprehensive survey,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 94e00fa1-1e5a-4992-a6f0-4d7f45119e09 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Harnessing the power of llms in practice: A survey on chatgpt and beyond,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cf7b096-3905-4aa3-93c8-d2bef147eb84 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Aligning Large Language Models with Human: A Survey
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f31df250-1ceb-4dc0-b0e0-d10ff91b6f5f · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Towards Reasoning in Large Language Models: A Survey
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97b440f4-a22c-4a11-a2a8-abb5533ea87b · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Augmented Language Models: a Survey
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16cae9c3-4804-424c-8859-66edcf38e885 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs A survey on evaluation of large language models,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e69ea016-f3fc-4dbe-95a9-5cf7e3affdd9 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Rapid’s api hub
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fb952474-2ed1-46da-a955-4ebbabf38e69 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Chain of Hindsight Aligns Language Models with Feedback
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 137eaf7f-a21b-44b9-b0e6-ac17b880e738 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs ReAct: Synergizing Reasoning and Acting in Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bad85518-6594-432f-a1ab-16fcb6df0f98 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Tree of thoughts: Deliberate problem solving with large language models,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7b66095c-3092-4e6e-87f2-b7c0654d8c5f · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Revolutionizing Mobile Interaction: Enabling a 3 Billion Parameter GPT LLM on Mobile
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 834f1932-cb9d-4cf3-a64b-1056f4291f18 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs LLM in a flash: Efficient Large Language Model Inference with Limited Memory
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88f8a6a5-ba72-477a-9559-19b661b598a2 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs LLM as a System Service on Mobile Devices
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42dd7d6b-30c3-43cd-8792-4891996d32cb · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cb1557f-0822-49ec-8be3-52d837ee3151 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Camel: Communicative agents for
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a2e69097-f147-46e4-b431-43e12eeeea78 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs ChatDev: Communicative Agents for Software Development
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dd02fd8-5da0-447d-b9c1-29ada39f7ee2 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Generative agents: Interactive simulacra of human behavior,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ad328f1d-067e-4eda-bc03-901d4593ca5b · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs NeMo Guardrails: A Toolkit for Controllable and Safe LLM Applications with Programmable Rails
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72201a7f-8d3b-4426-bde2-71a940ae2185 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Reflexion: Language agents with verbal reinforcement learning,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation da84a0a1-ffcd-42fe-9add-2d2862967ee6 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6448a6df-d3fd-4e4d-adcd-d237fc2ea664 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7992619f-f324-49aa-b0a7-9dc612110f26 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Proof-carrying code,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e3fa0bde-436d-4ccd-907a-030780091a38 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a50f132f-487c-448d-932f-47a4604e1f65 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Xlnet: Gener- alized autoregressive pretraining for language understanding,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 98677527-fc08-4826-ad40-2c480be885d3 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05b23cb8-2fcd-46ea-88e3-610824c69c44 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Prompting is all you need: Automated android bug replay with large language models,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 06437fc2-2f83-4fbf-b5da-4bba4718abd1 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 82156dd5-fc35-4590-ba63-053f99fe4feb · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Generative adversarial user mod el for reinforcement learning based recommendation system,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bed10c64-15fc-4ba3-8dbf-0b3233dc03a4 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82ad3086-61da-4ffb-bfdf-fb14e09e0f75 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Instruction tuning for large language models: A survey,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5893ce0b-132e-454b-ba43-68c5972fe895 · outbound
Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs Langchain: A github reposit ory by langchain ai
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5f01666d-99a1-45f2-9df6-72a9ea08a039 · inbound
Guided Persona-based AI Surveys: Can we replicate personal mobility preferences at scale using LLMs? Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.