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Complete model files and documentation

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MANIFEST_SHA256.txt ADDED
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+ 5528de5041bd5ed7364f9850b87a5ca6394dad427602d22b445e7b9d249e36d2 models/crawler_strategy_lora/README.md
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+ 27daf9d460480c3b2641c98ccc705e1e7f4485e6ac8cb8490b0bfdaecca28faf models/crawler_strategy_lora/trainer_state.json
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+ ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910 models/crawler_strategy_lora/vocab.json
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+ 4de4bd62ccbfab72ad1591c9be01b50e2123c205bfc74af7751ff1b43af70c56 models/intent_biobert/config.json
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+ 2fae695825f573581e54482a0ed06232a51810c0c5ed3b56f5482a5c32559f37 models/intent_biobert/label_map.json
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+ bbd5abc89354dfd989c418c5fdef776d1fcd22a439e90d46ee3f557dcefc5e89 models/intent_biobert/tokenizer.json
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+ 290fc791fa936d246eeb8c6cc0d4e5a9d6e1f594978eb68c510d7c56c60ce36a models/selector_reranker/config.json
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README.md CHANGED
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  ---
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  license: apache-2.0
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
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+ language:
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+ - zh
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+ - en
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+ pretty_name: ScholarSearchAgent Auxiliary Models
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+ tags:
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+ - information-retrieval
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+ - reranking
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+ - text-classification
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+ - lora
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+ - academic-search
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  ---
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+
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+ # ScholarSearchAgent Auxiliary Models
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+
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+ This dataset repository hosts the trained auxiliary model artifacts used by
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+ ScholarSearchAgent, an intelligent academic paper search and recommendation
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+ system for complex research queries.
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+
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+ Source code: <https://github.com/Kaedeser/ScholarSearchAgent>
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+
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+ ## Download And Restore
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+
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+ The complete model bundle is stored as 200 MiB archive parts named
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+ `ScholarSearchAgentAuxiliaryModel_20260723.tar.part0001`,
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+ `ScholarSearchAgentAuxiliaryModel_20260723.tar.part0002`, and so on. Download
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+ all parts in numerical order, concatenate them, verify the SHA-256 value, then
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+ extract the resulting TAR archive.
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+
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+ PowerShell:
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+
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+ ```powershell
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+ Get-ChildItem "ScholarSearchAgentAuxiliaryModel_20260723.tar.part*" |
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+ Sort-Object Name |
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+ Get-Content -AsByteStream |
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+ Set-Content -AsByteStream "ScholarSearchAgentAuxiliaryModel_20260723.tar"
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+
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+ Get-FileHash "ScholarSearchAgentAuxiliaryModel_20260723.tar" -Algorithm SHA256
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+ tar -xf "ScholarSearchAgentAuxiliaryModel_20260723.tar"
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+ ```
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+
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+ Expected SHA-256:
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+
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+ ```text
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+ c15830db9b3c126d584b1ffbdef17cd70a4101d20470ad78661eb883b4fe4a46
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+ ```
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+
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+ ## Included Models
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+
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+ | Directory after extraction | Purpose | Model form | Reported result |
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+ | --- | --- | --- |
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+ | `models/query_gate_biobert` | Detect whether a query should enter the academic-search pipeline | BioBERT sequence classifier | Test accuracy: 0.997143 |
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+ | `models/intent_biobert` | Classify academic search intent | BioBERT sequence classifier | See packaged training metadata |
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+ | `models/selector_reranker` | Rerank recalled paper candidates | Sentence Transformers CrossEncoder | F1: 88.81% |
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+ | `models/crawler_strategy_lora` | Select section-expansion strategies | Qwen2.5-3B-Instruct LoRA adapter | Section F1: 0.3007 |
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+
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+ The crawler strategy artifact is a LoRA adapter. The public
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+ `Qwen2.5-3B-Instruct` base model is not redistributed in this repository and
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+ must be obtained separately under its original license.
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+
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+ ## Data And Privacy
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+
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+ The archive contains model weights, tokenizer/configuration files, and training
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+ metadata required for inference. It does not contain API keys, passwords,
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+ private endpoints, raw training datasets, source-code history, or participant
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+ identity information.
ScholarSearchAgentAuxiliaryModel_20260723.tar.sha256 ADDED
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+ size 113