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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Pankaj Pandey

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#small language model Open access Sep 2026

When Can Language Models Join Without Relation Names? Unique-Path Traversal versus End-to-End Accuracy under Path Ambiguity

OIR is the test: relation words such as “works at” are replaced by codes, and the model is not given a dictionary. ARM is a one-line header in the prompt that names the condition, for example OPAQUE_AMBIG. Named-arm keeps that header and a readable id. Hashed-id keeps the header and replaces the id with a hash. No-ARM...

Pankaj Pandey · 0 citations
#small language model Open access Sep 2026

When Can Language Models Join Without Relation Names? Unique-Path Traversal versus End-to-End Accuracy under Path Ambiguity

OIR is the test: relation words such as “works at” are replaced by codes, and the model is not given a dictionary. ARM is a one-line header in the prompt that names the condition, for example OPAQUE_AMBIG. Named-arm keeps that header and a readable id. Hashed-id keeps the header and replaces the id with a hash. No-ARM...

Pankaj Pandey · 0 citations

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