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Available Pipelines

To see the full list:

uv run extract-bench pipelines

Extract Pipelines (ExtractBench)

Extraction pipelines run per split over the ExtractBench dataset:

uv run extract-bench download
uv run extract-bench run <pipeline_name>
Pipeline Provider Notes
llamaextract_cost_effective / llamaextract_agentic LlamaExtract V2 API word-grounded citations, via a parse at the same tier (LLAMA_CLOUD_API_KEY)
llamaextract_agentic_plus LlamaExtract V2 API highest tier; returns word-level citation boxes natively, no parse pass needed
llamaextract_cost_effective_standard_bbox / llamaextract_agentic_standard_bbox LlamaExtract V2 API same tiers with block-level citation boxes and no granular parse pass
openai_gpt_5_4_extract_oneshot_structured_output_file (+ _nano) OpenAI Responses one-shot structured output over the uploaded file
openai_gpt_6_astra_reasoning_low_extract_oneshot_structured_output_file OpenAI Responses one-shot structured output over the uploaded file (reasoning: low)
gemini_3_5_flash_extract_oneshot_structured_output_file Gemini one-shot structured output (thinking: low)
gemini_3_6_flash_extract_oneshot_structured_output_file Gemini one-shot structured output (thinking: medium)
gemini_3_7_flash_extract_oneshot_structured_output_file Gemini one-shot structured output (thinking: medium)
gemini_3_8_flash_extract_oneshot_structured_output_file Gemini one-shot structured output (thinking: low)
anthropic_haiku_4_5_extract_oneshot_structured_output_file Anthropic one-shot structured output
glm_5_3_flash_extract_oneshot_structured_output_file GLM (z.ai) one-shot structured output over the file, json_object mode; uses GLM_ZAI_API_KEY
deepseek_v4_1_flash_extract_oneshot_structured_output_file DeepSeek one-shot vision (rasterized pages), json_object mode, thinking off; uses DEEPSEEK_API_KEY
*_extract_twostage_parse_agentic_structured_output_text OpenAI / Gemini / Anthropic LlamaParse agentic markdown → text extract; cost totals parse + extract
deepseek_v4_pro_extract_twostage_parse_agentic_structured_output_text DeepSeek (Fireworks) two-stage text extract
kimi_k3_extract_oneshot_structured_output_file Kimi K3 (Fireworks) one-shot vision (rasterized pages), json_object mode; uses FIREWORKS_API_KEY
claude_code_extract_opus_4_8 / claude_code_extract_opus_5_5 Claude Code CLI agentic extraction; cost from CLI total_cost_usd; Opus 5.5 needs CLI 2.1.280+
codex_code_extract_gpt_5_4_low / codex_code_extract_gpt_5_5_low / codex_code_extract_gpt_5_5_high Codex CLI agentic extraction; cost estimated from token usage
claude_code_extract_opus_4_8_evidence / claude_code_extract_opus_5_5_evidence Claude Code CLI agentic extraction with page and box citations in citations.json
codex_code_extract_gpt_5_5_low_evidence / codex_code_extract_gpt_5_6_sol_low_evidence / codex_code_extract_gpt_5_6_terra_low_evidence Codex CLI low-effort extraction with page and box citations; unrestricted shell
codex_code_extract_gpt_5_6_luna_medium_evidence Codex CLI medium-effort extraction with page and box citations; unrestricted shell, no cost cap
codex_code_extract_gpt_6_luna_medium_evidence / codex_code_extract_gpt_6_luna_high_evidence / codex_code_extract_gpt_6_luna_xhigh_evidence / codex_code_extract_gpt_6_sol_low_evidence / codex_code_extract_gpt_6_sol_medium_evidence / codex_code_extract_gpt_6_sol_high_evidence Codex CLI GPT-6 Luna and Sol extraction with page and box citations at the effort in the name; unrestricted shell, no cost cap
reducto_extract / reducto_extract_v4 / reducto_deep_extract Reducto _v4 uses Reducto's v4 extract model
extend_extract / extend_extract_max Extend citations enabled; max-context array strategy variant
landingai_extract LandingAI ADE
datalab_parse_accurate_extract_fast / _balanced Datalab accurate parse + fast or balanced extraction, JSON tree citations
pulse_schema_non_effort / pulse_schema_effort Pulse Pulse Ultra 2, WLBB enabled, then /schema with effort off/on (PULSE_API_KEY)
lift_extract Self-hosted lift SDK requires LIFT_ENDPOINT_URL
qwen3_6_35b_a3b_fp8_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.6-35B-A3B-FP8, json_object mode; requires QWEN35_SERVER_URL
gemma4_26b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Gemma-4-26B-A4B, json_object mode; requires GEMMA4_SERVER_URL
nuextract_2_8b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM NuExtract-2.0-8B, json_object mode; requires NUEXTRACT2_SERVER_URL
internvl3_5_8b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM InternVL3.5-8B, json_object mode; requires INTERNVL35_8B_SERVER_URL
internvl3_5_14b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM InternVL3.5-14B, json_object mode; requires INTERNVL35_14B_SERVER_URL
minicpm_v_4_5_vllm_extract_oneshot_structured_output_file Self-hosted vLLM MiniCPM-V-4.5, json_object mode; requires MINICPM_V_SERVER_URL
qwen3_5_35b_a3b_fp8_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.5-35B-A3B-FP8, json_object mode; requires QWEN3_5_35B_SERVER_URL
qwen3_5_9b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.5-9B, json_object mode; requires QWEN3_5_9B_SERVER_URL
gemma4_e4b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Gemma-4-E4B, json_object mode; requires GEMMA4_E4B_SERVER_URL
gemma4_e2b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Gemma-4-E2B, json_object mode; requires GEMMA4_E2B_SERVER_URL
kimi_vl_a3b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Kimi-VL-A3B-Instruct, json_object mode; requires KIMI_VL_SERVER_URL
glm_4_6v_flash_vllm_extract_oneshot_structured_output_file Self-hosted vLLM GLM-4.6V-Flash, json_object mode; requires GLM_4_6V_SERVER_URL
qwen3_8_27b_fp8_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.8-27B-FP8, json_object mode; requires QWEN3_8_27B_SERVER_URL
qwen3_8_flash_next_fp8_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.8-Flash-Next-FP8, json_object mode; requires QWEN3_8_FLASH_NEXT_SERVER_URL
qwen3_5_2b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.5-2B, json_object mode; requires QWEN3_5_2B_SERVER_URL
qwen3_5_0_8b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.5-0.8B, json_object mode; requires QWEN3_5_0_8B_SERVER_URL
gemma4_12b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Gemma-4-12B, json_object mode; requires GEMMA4_12B_SERVER_URL
qwen3_5_4b_vllm_extract_oneshot_structured_output_file Self-hosted vLLM Qwen3.5-4B, json_object mode; requires QWEN3_5_4B_SERVER_URL
nuextract3_extract Self-hosted vLLM schema converted to a NuExtract template; requires NUEXTRACT3_SERVER_URL

Parse Pipelines

Parse pipelines (inherited from ParseBench, used here by the two-stage extract baselines and grounding cross-eval) can be run with:

uv run extract-bench run <pipeline_name>

Setup

Copy .env.example to .env and fill in the API keys / endpoints for the providers you want to use:

cp .env.example .env

Cloud API Pipelines

These pipelines use hosted APIs. You only need an API key in your .env file.

Bold pipelines are baselines evaluated in the ParseBench paper. The name used in the paper is shown in parentheses.

LlamaParse

Pipeline Description Env Var
llamaparse_agentic Agentic tier (In paper: LlamaParse Agentic) LLAMA_CLOUD_API_KEY
llamaparse_cost_effective Cost-effective tier (In paper: LlamaParse Cost Effective) LLAMA_CLOUD_API_KEY
llamaparse_agentic_plus Agentic plus tier LLAMA_CLOUD_API_KEY

OpenAI

Pipeline Description Env Var
openai_gpt5_mini_reasoning_medium_parse GPT-5 Mini, medium reasoning, image mode OPENAI_API_KEY
openai_gpt5_mini_reasoning_medium_parse_file GPT-5 Mini, medium reasoning, PDF file mode OPENAI_API_KEY
openai_gpt5_mini_reasoning_minimal_parse GPT-5 Mini, minimal reasoning OPENAI_API_KEY
openai_gpt5_mini_reasoning_minimal_parse_file GPT-5 Mini, minimal reasoning, file mode OPENAI_API_KEY
openai_gpt5_mini_reasoning_medium_parse_with_layout GPT-5 Mini, medium reasoning + layout OPENAI_API_KEY
openai_gpt5_mini_reasoning_medium_parse_with_layout_file GPT-5 Mini, medium reasoning + layout, file (In paper: OpenAI GPT-5 Mini (Reasoning Medium)) OPENAI_API_KEY
openai_gpt5_mini_reasoning_minimal_parse_with_layout GPT-5 Mini, minimal reasoning + layout OPENAI_API_KEY
openai_gpt5_mini_reasoning_minimal_parse_with_layout_file GPT-5 Mini, minimal reasoning + layout, file (In paper: OpenAI GPT-5 Mini (Reasoning Minimal)) OPENAI_API_KEY
openai_gpt_5_4_parse GPT-5.4, image mode OPENAI_API_KEY
openai_gpt_5_4_parse_file GPT-5.4, PDF file mode OPENAI_API_KEY
openai_gpt_5_4_parse_with_layout_file GPT-5.4, parse + layout, file mode (In paper: OpenAI GPT-5.4) OPENAI_API_KEY

Anthropic Claude

Pipeline Description Env Var
anthropic_haiku_parse Claude Haiku 4.5, image mode ANTHROPIC_API_KEY
anthropic_haiku_parse_file Claude Haiku 4.5, PDF file mode ANTHROPIC_API_KEY
anthropic_haiku_parse_with_layout Claude Haiku 4.5, parse + layout ANTHROPIC_API_KEY
anthropic_haiku_parse_with_layout_file Claude Haiku 4.5, parse + layout, file mode (In paper: Anthropic Haiku 4.5 (Disable Thinking)) ANTHROPIC_API_KEY
anthropic_haiku_thinking_parse_with_layout_file Claude Haiku 4.5, extended thinking + layout (In paper: Anthropic Haiku 4.5 (Thinking)) ANTHROPIC_API_KEY
anthropic_opus_4_6_parse Claude Opus 4.6, image mode ANTHROPIC_API_KEY
anthropic_opus_4_6_parse_file Claude Opus 4.6, PDF file mode ANTHROPIC_API_KEY
anthropic_opus_4_6_parse_with_layout_file Claude Opus 4.6, parse + layout, file mode (In paper: Anthropic Opus 4.6) ANTHROPIC_API_KEY
anthropic_opus_4_8_parse_with_layout_file Claude Opus 4.8, parse + layout, file mode (In paper: Anthropic Opus 4.8) ANTHROPIC_API_KEY
anthropic_sonnet_5_parse_with_layout_file Claude Sonnet 5, adaptive thinking + layout, file mode ANTHROPIC_API_KEY
anthropic_fable_5_parse_with_layout_file Claude Fable 5, parse + layout, file mode ANTHROPIC_API_KEY

Google Gemini

Pipeline Description Env Var
google_gemini_3_flash_lite_parse Gemini 3 Flash Lite, image mode GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_lite_parse_file Gemini 3 Flash Lite, file mode GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_minimal_parse Gemini 3 Flash, minimal thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_minimal_parse_file Gemini 3 Flash, minimal thinking, file GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_high_parse Gemini 3 Flash, high thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_high_parse_file Gemini 3 Flash, high thinking, file GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_minimal_parse_with_layout Gemini 3 Flash, minimal thinking + layout GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_high_parse_with_layout Gemini 3 Flash, high thinking + layout GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_minimal_parse_with_layout_file Gemini 3 Flash, minimal thinking + layout file (In paper: Google Gemini 3 Flash (Thinking Minimal)) GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_high_parse_with_layout_file Gemini 3 Flash, high thinking + layout file (In paper: Google Gemini 3 Flash (Thinking High)) GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_minimal_parse_with_layout_agentic_vision Agentic vision, minimal thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_medium_parse_with_layout_agentic_vision Agentic vision, medium thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_flash_thinking_high_parse_with_layout_agentic_vision Agentic vision, high thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_1_flash_lite_parse Gemini 3.1 Flash Lite GOOGLE_GEMINI_API_KEY
google_gemini_3_1_flash_lite_thinking_high_parse Gemini 3.1 Flash Lite, high thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_1_pro_parse Gemini 3.1 Pro, default thinking GOOGLE_GEMINI_API_KEY
google_gemini_3_1_pro_parse_with_layout_file Gemini 3.1 Pro, parse + layout, file mode (In paper: Google Gemini 3.1 Pro) GOOGLE_GEMINI_API_KEY
google_gemini_3_5_flash_parse_with_layout Gemini 3.5 Flash, default thinking + layout GOOGLE_GEMINI_API_KEY
google_gemini_3_5_flash_no_thinking_parse_with_layout Gemini 3.5 Flash, minimal thinking + layout GOOGLE_GEMINI_API_KEY
google_gemini_3_5_flash_parse_with_layout_file Gemini 3.5 Flash, default thinking + layout, file mode (In paper: Google Gemini 3.5 Flash (Thinking Medium)) GOOGLE_GEMINI_API_KEY
google_gemini_3_5_flash_no_thinking_parse_with_layout_file Gemini 3.5 Flash, minimal thinking + layout, file mode (In paper: Google Gemini 3.5 Flash (Thinking Minimal)) GOOGLE_GEMINI_API_KEY
google_gemini_3_5_flash_lite_parse_with_layout_file Gemini 3.5 Flash Lite, layout + file mode (In paper: Google Gemini 3.5 Flash Lite) GOOGLE_GEMINI_API_KEY
google_gemini_3_6_flash_parse_with_layout_file Gemini 3.6 Flash, default thinking + layout, file mode (In paper: Google Gemini 3.6 Flash (Thinking Medium)) GOOGLE_GEMINI_API_KEY
google_gemini_3_6_flash_no_thinking_parse_with_layout_file Gemini 3.6 Flash, minimal thinking + layout, file mode (In paper: Google Gemini 3.6 Flash (Thinking Minimal)) GOOGLE_GEMINI_API_KEY
google_gemini_3_7_flash_parse_with_layout Gemini 3.7 Flash, default thinking + layout GOOGLE_GEMINI_API_KEY
google_gemini_3_7_flash_no_thinking_parse_with_layout Gemini 3.7 Flash, minimal thinking + layout GOOGLE_GEMINI_API_KEY
google_gemini_3_7_flash_parse_with_layout_file Gemini 3.7 Flash, default thinking + layout, file mode GOOGLE_GEMINI_API_KEY
google_gemini_3_7_flash_no_thinking_parse_with_layout_file Gemini 3.7 Flash, minimal thinking + layout, file mode GOOGLE_GEMINI_API_KEY

Azure Document Intelligence

Pipeline Description Env Vars
azure_di_layout Layout model (In paper: Azure Document Intelligence) AZURE_DOCUMENT_INTELLIGENCE_KEY, AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT
azure_di_read Read model AZURE_DOCUMENT_INTELLIGENCE_KEY, AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT

AWS Textract

Pipeline Description Env Vars
aws_textract Standard Textract (In paper: AWS Textract) AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY
aws_textract_with_forms Textract with forms AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY
aws_textract_text_only Textract text only AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY

Google Document AI

Pipeline Description Env Vars
google_docai Document AI OCR GOOGLE_DOCAI_PROJECT_ID, GOOGLE_DOCAI_PROCESSOR_ID
google_docai_layout Document AI Layout (In paper: Google Cloud Document AI) GOOGLE_DOCAI_PROJECT_ID, GOOGLE_DOCAI_LAYOUT_PROCESSOR_ID

Reducto

Pipeline Description Env Var
reducto Default Reducto (In paper: Reducto) REDUCTO_API_KEY
reducto_agentic Agentic mode (In paper: Reducto (Agentic)) REDUCTO_API_KEY

Pulse

Pipeline Description Env Var
pulse_ultra_2 Pulse Ultra 2 with native markdown output and refinement enabled PULSE_API_KEY

Chunkr

Pipeline Description Env Var
chunkr Default quality CHUNKR_API_KEY
chunkr_high_res High resolution CHUNKR_API_KEY

Datalab (Marker)

Pipeline Description Env Var
datalab_fast Fast mode DATALAB_API_KEY
datalab_balanced Balanced mode DATALAB_API_KEY
datalab_accurate Accurate mode DATALAB_API_KEY

Extend AI

Pipeline Description Env Var
extend_parse Default (In paper: Extend) EXTEND_API_KEY
extend_parse_2 2.0 engine (v2.0.0, GA) EXTEND_API_KEY
extend_parse_light Light engine (v1.0.0) EXTEND_API_KEY
extend_parse_document Document scope EXTEND_API_KEY
extend_parse_section Section scope EXTEND_API_KEY

Landing AI

Pipeline Description Env Var
landingai_parse Default (In paper: LandingAI) LANDING_AI_API_KEY

Unstructured

Pipeline Description Env Var
unstructured_auto Auto strategy UNSTRUCTURED_API_KEY
unstructured_fast Fast strategy UNSTRUCTURED_API_KEY
unstructured_hi_res Hi-res strategy UNSTRUCTURED_API_KEY

OpenInnovation Parser (oi-parser)

Hosted document-parsing API. Sign up at oi-parser.ai to get an API key.

Pipeline Description Env Vars
oi_parser oi-parser hosted /v1/extract API OI_PARSER_API_KEY, OI_PARSER_BASE_URL (optional)

Self-hosted Model Pipelines

These pipelines require you to deploy the model on your own infrastructure (e.g., via vLLM, Modal, etc.) and set the endpoint URL in .env.

Gemma 4

Pipeline Description Env Var
gemma4_26b_vllm Gemma 4 26B-A4B, parse mode GEMMA4_SERVER_URL
gemma4_26b_vllm_with_layout Gemma 4 26B-A4B, layout mode GEMMA4_SERVER_URL
gemma4_e4b_vllm Gemma 4 E4B (dense 8B), parse mode GEMMA4_SERVER_URL
gemma4_e4b_vllm_with_layout Gemma 4 E4B, layout mode GEMMA4_SERVER_URL

Qwen3.5-4B

Pipeline Description Env Var
qwen3_5_4b_vllm_parse Parse mode, markdown (In paper: Qwen 3 VL) QWEN35_SERVER_URL
qwen3_5_4b_vllm_layout Layout mode, JSON with bboxes (In paper: Qwen 3 VL) QWEN35_SERVER_URL

Chandra OCR 2

Pipeline Description Env Var
chandra2_vllm OpenAI-compatible vLLM API CHANDRA2_SERVER_URL
chandra2_sdk Official SDK endpoint CHANDRA2_SERVER_URL

DeepSeek-OCR-2

Pipeline Description Env Var
deepseekocr2_vllm With grounding layout detection DEEPSEEKOCR2_SERVER_URL
deepseekocr2_freeocr Free OCR, no grounding DEEPSEEKOCR2_SERVER_URL

Granite Vision

Pipeline Description Env Var
granite_vision_pipeline PP-DocLayout + per-region Granite Vision GRANITE_VISION_SERVER_URL
granite_vision_4_1_4b Granite Vision 4.1 4B (vLLM, multi-task) VLLM_API_KEY

PaddleOCR-VL

Pipeline Description Env Var
paddleocr_vl_vllm OpenAI-compatible vLLM API PADDLEOCR_SERVER_URL
paddleocr_vl_pipeline Full pipeline (layout + chart routing) PADDLEOCR_SERVER_URL
paddleocr_vl_1_6_vllm PaddleOCR-VL-1.6, OCR prompt PADDLEOCR_SERVER_URL
paddleocr_vl_1_6_vllm_table PaddleOCR-VL-1.6, table recognition prompt PADDLEOCR_SERVER_URL
paddleocr_vl_1_6_pipeline PaddleOCR-VL-1.6, full pipeline (layout + routing) PADDLEOCR_SERVER_URL

dots.ocr

Pipeline Description Env Var
dots_ocr_1_0_parse dots.ocr 1.0 DOTS_OCR_ENDPOINT_URL
dots_ocr_1_5_parse dots.ocr 1.5, layout+text prompt (In paper: Dots OCR 1.5) DOTS_OCR_ENDPOINT_URL

Docling

Pipeline Description Env Vars
docling_parse Docling HTTP endpoint (In paper: Docling) DOCLING_PARSE_ENDPOINT_URL, DOCLING_PARSE_API_KEY (optional)
docling_serve Docling Serve HTTP endpoint DOCLING_SERVE_ENDPOINT_URL, DOCLING_SERVE_API_KEY (optional)

MinerU 2.5

Pipeline Description Env Var
mineru25_vllm MinerU2.5-2509-1.2B vLLM server (two-step layout + recognition) MINERU25_SERVER_URL
mineru2605pro_vllm MinerU2.5-Pro-2605-1.2B vLLM server (adds chart/image analysis) MINERU2605PRO_SERVER_URL

MinerU-Diffusion

Pipeline Description Env Var
mineru_diffusion MinerU-Diffusion-V1-0320-2.5B server (diffusion-decoding OCR, two-stage layout + recognition) MINERU_DIFFUSION_SERVER_URL

Nemotron-Omni

Pipeline Description Env Var
nemotron_omni_30b_vllm_thinking Nemotron-3-Nano-Omni 30B-A3B Reasoning, thinking enabled NEMOTRON_OMNI_SERVER_URL

Surya OCR 2

Pipeline Description Env Var
surya2_sdk Surya OCR 2 SDK server (full-page OCR + layout) SURYA2_SERVER_URL

Local Pipelines (No API key needed)

These run entirely locally with no external dependencies.

Pipeline Description Requirements
pypdf_baseline PyPDF text extraction None
pymupdf_text PyMuPDF text extraction None
pymupdf_html PyMuPDF HTML extraction None
warp_ingest Warp-Ingest local parser warp-ingest[ocr]>=2.0.1 installed
tesseract_eng Tesseract OCR (English) tesseract installed
tesseract_fast Tesseract OCR (fast) tesseract installed
tesseract_high_quality Tesseract OCR (high quality) tesseract installed
infinity_parser2_flash Infinity-Parser2-Flash (vLLM server, JSON layout) infinity_parser2, running vLLM server
infinity_parser2_pro Infinity-Parser2-Pro (vLLM server, JSON layout) infinity_parser2, running vLLM server

Layout Detection Pipelines

Pipeline Description Requirements
docling_layout_heron Docling Heron layout Self-hosted endpoint
docling_layout_heron_101 Docling Heron 1.0.1 Self-hosted endpoint
docling_layout_old Docling legacy layout Self-hosted endpoint
ppdoclayout_plus_l PaddleDetection layout Self-hosted endpoint
qwen3vl_layout Qwen3-VL layout Self-hosted endpoint
surya_layout Surya layout detection surya installed
yolo_doclaynet YOLO DocLayNet Self-hosted endpoint