Papers by Ryan Nadel
Agentic Context Strategies for Multi-Format Document Understanding: When Should Language Models Use Tools? (2026.acl-industry)
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| Challenge: | Large language models face fundamental trade-offs when processing long documents . full context is expensive and may exceed limits, while RAG risks missing relevant information. |
| Approach: | They evaluate four context strategies across three document formats to evaluate their results . they find agentic tool-augmented approaches outperform passive strategies . |
| Outcome: | The agentic tool-augmented approaches outperform passive strategies on three document formats. |