### When ENTITY_EXTRACTION_USE_JSON=false, entity_extraction_examples session must include in this file
### When ENTITY_EXTRACTION_USE_JSON=true, entity_extraction_json_examples session must include in this file

entity_types_guidance: |
  Classify each entity using one of the following types. If no type fits, use `Other`.

  - Person: Human individuals, real or fictional
  - Creature: Non-human living beings (animals, mythical beings, etc.)
  - Organization: Companies, institutions, government bodies, groups
  - Location: Geographic places (cities, countries, buildings, regions)
  - Event: Occurrences, incidents, ceremonies, meetings
  - Concept: Abstract ideas, theories, principles, beliefs
  - Method: Procedures, techniques, algorithms, workflows
  - Content: Creative or informational works (books, articles, films, reports)
  - Data: Quantitative or structured information (statistics, datasets, measurements)
  - Artifact: Physical or digital objects created by humans (tools, software, devices)
  - NaturalObject: Natural non-living objects (minerals, celestial bodies, chemical compounds)
entity_extraction_examples:
  - |
    ---Entity Types---
    - Person: Human individuals, real or fictional
    - Artifact: Physical or digital objects created by humans (tools, software, devices)
    - Concept: Abstract ideas, theories, principles, beliefs

    ---Input Text---
    ```
    while Alex clenched his jaw, the buzz of frustration dull against the backdrop of Taylor's authoritarian certainty. It was this competitive undercurrent that kept him alert, the sense that his and Jordan's shared commitment to discovery was an unspoken rebellion against Cruz's narrowing vision of control and order.

    Then Taylor did something unexpected. They paused beside Jordan and, for a moment, observed the device with something akin to reverence. "If this tech can be understood..." Taylor said, their voice quieter, "It could change the game for us. For all of us."

    The underlying dismissal earlier seemed to falter, replaced by a glimpse of reluctant respect for the gravity of what lay in their hands. Jordan looked up, and for a fleeting heartbeat, their eyes locked with Taylor's, a wordless clash of wills softening into an uneasy truce.

    It was a small transformation, barely perceptible, but one that Alex noted with an inward nod. They had all been brought here by different paths
    ```

    ---Output---
    entity{tuple_delimiter}Alex{tuple_delimiter}Person{tuple_delimiter}Alex is a character who experiences frustration and is observant of the dynamics among other characters.
    entity{tuple_delimiter}Taylor{tuple_delimiter}Person{tuple_delimiter}Taylor is portrayed with authoritarian certainty and shows a moment of reverence towards a device, indicating a change in perspective.
    entity{tuple_delimiter}Jordan{tuple_delimiter}Person{tuple_delimiter}Jordan shares a commitment to discovery and has a significant interaction with Taylor regarding a device.
    entity{tuple_delimiter}Cruz{tuple_delimiter}Person{tuple_delimiter}Cruz is associated with a vision of control and order, influencing the dynamics among other characters.
    entity{tuple_delimiter}The Device{tuple_delimiter}Artifact{tuple_delimiter}The Device is central to the story, with potential game-changing implications, and is revered by Taylor.
    entity{tuple_delimiter}Discovery{tuple_delimiter}Concept{tuple_delimiter}Discovery represents the shared intellectual pursuit that unites Jordan and Alex in opposition to Cruz's controlling worldview.
    relation{tuple_delimiter}Alex{tuple_delimiter}Taylor{tuple_delimiter}power dynamics, observation{tuple_delimiter}Alex observes Taylor's authoritarian behavior and notes changes in Taylor's attitude toward the device.
    relation{tuple_delimiter}Alex{tuple_delimiter}Jordan{tuple_delimiter}shared goals, rebellion{tuple_delimiter}Alex and Jordan share a commitment to discovery, which contrasts with Cruz's vision.)
    relation{tuple_delimiter}Taylor{tuple_delimiter}Jordan{tuple_delimiter}conflict resolution, mutual respect{tuple_delimiter}Taylor and Jordan interact directly regarding the device, leading to a moment of mutual respect and an uneasy truce.
    relation{tuple_delimiter}Jordan{tuple_delimiter}Cruz{tuple_delimiter}ideological conflict, rebellion{tuple_delimiter}Jordan's commitment to discovery is in rebellion against Cruz's vision of control and order.
    relation{tuple_delimiter}Taylor{tuple_delimiter}The Device{tuple_delimiter}reverence, technological significance{tuple_delimiter}Taylor shows reverence towards the device, indicating its importance and potential impact.
    {completion_delimiter}
  - |
    ---Entity Types---
    - Person: Human individuals, real or fictional
    - Location: Geographic places (cities, countries, buildings, regions)
    - Creature: Non-human living beings (animals, mythical beings, etc.)
    - Method: Procedures, techniques, algorithms, workflows
    - Organization: Companies, institutions, government bodies, groups
    - Content: Creative or informational works (books, articles, films, reports)
    - NaturalObject: Natural non-living objects (minerals, celestial bodies, chemical compounds)

    ---Input Text---
    ```
    Dr. Elena Vasquez led a field expedition to the Borneo rainforest to document the population decline of the Bornean orangutan. Using transect sampling — a method where researchers walk predetermined line paths and record every animal sighting within a fixed distance — her team estimated that fewer than 1,500 individuals remained in the surveyed region.

    The expedition was funded by the Global Wildlife Conservation Institute and produced a landmark report titled "Primate Decline in Insular Southeast Asia." Vasquez attributed the collapse primarily to peat-soil destruction caused by palm oil plantation expansion, which had converted over 40% of the surveyed forest area within a decade.
    ```

    ---Output---
    entity{tuple_delimiter}Dr. Elena Vasquez{tuple_delimiter}Person{tuple_delimiter}Dr. Elena Vasquez is a field researcher who led an expedition to document orangutan population decline in Borneo.
    entity{tuple_delimiter}Borneo Rainforest{tuple_delimiter}Location{tuple_delimiter}The Borneo rainforest is the field site of the expedition and the primary habitat of the Bornean orangutan.
    entity{tuple_delimiter}Bornean Orangutan{tuple_delimiter}Creature{tuple_delimiter}The Bornean orangutan is a primate species whose population was found to have declined to fewer than 1,500 individuals in the surveyed region.
    entity{tuple_delimiter}Transect Sampling{tuple_delimiter}Method{tuple_delimiter}Transect sampling is a wildlife survey technique where researchers walk predetermined paths and record animal sightings within a fixed lateral distance.
    entity{tuple_delimiter}Global Wildlife Conservation Institute{tuple_delimiter}Organization{tuple_delimiter}The Global Wildlife Conservation Institute funded the expedition led by Dr. Vasquez.
    entity{tuple_delimiter}Primate Decline in Insular Southeast Asia{tuple_delimiter}Content{tuple_delimiter}A landmark research report produced by Vasquez's expedition documenting primate population decline in the region.
    entity{tuple_delimiter}Peat Soil{tuple_delimiter}NaturalObject{tuple_delimiter}Peat soil is a natural substrate in the Borneo rainforest that has been destroyed by palm oil plantation expansion.
    relation{tuple_delimiter}Dr. Elena Vasquez{tuple_delimiter}Bornean Orangutan{tuple_delimiter}field research, population survey{tuple_delimiter}Dr. Vasquez led the expedition that documented the population decline of the Bornean orangutan.
    relation{tuple_delimiter}Dr. Elena Vasquez{tuple_delimiter}Transect Sampling{tuple_delimiter}methodology, research application{tuple_delimiter}Dr. Vasquez's team used transect sampling to estimate the orangutan population.
    relation{tuple_delimiter}Global Wildlife Conservation Institute{tuple_delimiter}Dr. Elena Vasquez{tuple_delimiter}funding, research support{tuple_delimiter}The institute funded the expedition led by Dr. Vasquez.
    relation{tuple_delimiter}Dr. Elena Vasquez{tuple_delimiter}Primate Decline in Insular Southeast Asia{tuple_delimiter}authorship, research output{tuple_delimiter}Dr. Vasquez's expedition produced the landmark report on primate decline.
    relation{tuple_delimiter}Peat Soil{tuple_delimiter}Borneo Rainforest{tuple_delimiter}habitat composition, ecological destruction{tuple_delimiter}Peat soil destruction in the Borneo rainforest was caused by palm oil plantation expansion and is a primary driver of orangutan decline.
    {completion_delimiter}
  - |
    ---Entity Types---
    - Content: Creative or informational works (books, articles, films, reports)
    - Artifact: Physical or digital objects created by humans (tools, software, devices)
    - Person: Human individuals, real or fictional
    - Organization: Companies, institutions, government bodies, groups
    - Method: Procedures, techniques, algorithms, workflows
    - Data: Quantitative or structured information (statistics, datasets, measurements)
    - Concept: Abstract ideas, theories, principles, beliefs

    ---Input Text---
    ```
    The 2023 edition of "Advances in Neural Architecture Search" synthesized findings from over 200 peer-reviewed papers and introduced a new benchmarking framework called NASBench-360, designed to evaluate search algorithms across diverse task domains. The publication was co-authored by Dr. Priya Nair and Dr. Luca Ferretti of the DeepSystems Research Lab.

    NASBench-360 measures three key metrics: search efficiency (time-to-solution), model accuracy on held-out test sets, and computational cost in GPU-hours. Early results showed that evolutionary search algorithms outperformed gradient-based methods by 12% on accuracy while consuming 30% fewer GPU-hours on vision tasks.
    ```

    ---Output---
    entity{tuple_delimiter}Advances in Neural Architecture Search{tuple_delimiter}Content{tuple_delimiter}A 2023 publication that synthesizes findings from over 200 papers and introduces the NASBench-360 benchmarking framework.
    entity{tuple_delimiter}NASBench-360{tuple_delimiter}Artifact{tuple_delimiter}NASBench-360 is a benchmarking framework introduced to evaluate neural architecture search algorithms across diverse task domains.
    entity{tuple_delimiter}Dr. Priya Nair{tuple_delimiter}Person{tuple_delimiter}Dr. Priya Nair is a co-author of the publication and a researcher at the DeepSystems Research Lab.
    entity{tuple_delimiter}Dr. Luca Ferretti{tuple_delimiter}Person{tuple_delimiter}Dr. Luca Ferretti is a co-author of the publication and a researcher at the DeepSystems Research Lab.
    entity{tuple_delimiter}DeepSystems Research Lab{tuple_delimiter}Organization{tuple_delimiter}The DeepSystems Research Lab is the institution where the co-authors of the publication are affiliated.
    entity{tuple_delimiter}Evolutionary Search{tuple_delimiter}Method{tuple_delimiter}Evolutionary search is a class of neural architecture search algorithms that outperformed gradient-based methods in the NASBench-360 evaluation.
    entity{tuple_delimiter}Gradient-Based Search{tuple_delimiter}Method{tuple_delimiter}Gradient-based search is a class of neural architecture search algorithms that was benchmarked against evolutionary search in NASBench-360.
    entity{tuple_delimiter}GPU-Hours{tuple_delimiter}Data{tuple_delimiter}GPU-hours is a metric used in NASBench-360 to measure the computational cost of neural architecture search algorithms.
    entity{tuple_delimiter}Neural Architecture Search{tuple_delimiter}Concept{tuple_delimiter}Neural architecture search is the automated process of designing optimal neural network architectures, the central topic of the publication.
    relation{tuple_delimiter}Dr. Priya Nair{tuple_delimiter}Advances in Neural Architecture Search{tuple_delimiter}authorship{tuple_delimiter}Dr. Priya Nair co-authored the publication.
    relation{tuple_delimiter}Dr. Luca Ferretti{tuple_delimiter}Advances in Neural Architecture Search{tuple_delimiter}authorship{tuple_delimiter}Dr. Luca Ferretti co-authored the publication.
    relation{tuple_delimiter}Advances in Neural Architecture Search{tuple_delimiter}NASBench-360{tuple_delimiter}introduces, benchmarking{tuple_delimiter}The publication introduced the NASBench-360 framework.
    relation{tuple_delimiter}Evolutionary Search{tuple_delimiter}Gradient-Based Search{tuple_delimiter}performance comparison{tuple_delimiter}Evolutionary search outperformed gradient-based methods by 12% on accuracy and used 30% fewer GPU-hours on vision tasks.
    relation{tuple_delimiter}NASBench-360{tuple_delimiter}GPU-Hours{tuple_delimiter}evaluation metric{tuple_delimiter}NASBench-360 uses GPU-hours as one of three key metrics to measure computational cost.
    {completion_delimiter}
entity_extraction_json_examples:
  - |
    ---Entity Types---
    - Person: Human individuals, real or fictional
    - Artifact: Physical or digital objects created by humans (tools, software, devices)
    - Concept: Abstract ideas, theories, principles, beliefs

    ---Input Text---
    ```
    while Alex clenched his jaw, the buzz of frustration dull against the backdrop of Taylor's authoritarian certainty. It was this competitive undercurrent that kept him alert, the sense that his and Jordan's shared commitment to discovery was an unspoken rebellion against Cruz's narrowing vision of control and order.

    Then Taylor did something unexpected. They paused beside Jordan and, for a moment, observed the device with something akin to reverence. "If this tech can be understood..." Taylor said, their voice quieter, "It could change the game for us. For all of us."

    The underlying dismissal earlier seemed to falter, replaced by a glimpse of reluctant respect for the gravity of what lay in their hands. Jordan looked up, and for a fleeting heartbeat, their eyes locked with Taylor's, a wordless clash of wills softening into an uneasy truce.

    It was a small transformation, barely perceptible, but one that Alex noted with an inward nod. They had all been brought here by different paths
    ```

    ---Output---
    {
      "entities": [
        {"name": "Alex", "type": "Person", "description": "Alex is a character who experiences frustration and is observant of the dynamics among other characters."},
        {"name": "Taylor", "type": "Person", "description": "Taylor is portrayed with authoritarian certainty and shows a moment of reverence towards a device, indicating a change in perspective."},
        {"name": "Jordan", "type": "Person", "description": "Jordan shares a commitment to discovery and has a significant interaction with Taylor regarding a device."},
        {"name": "Cruz", "type": "Person", "description": "Cruz is associated with a vision of control and order, influencing the dynamics among other characters."},
        {"name": "The Device", "type": "Artifact", "description": "The Device is central to the story, with potential game-changing implications, and is revered by Taylor."},
        {"name": "Discovery", "type": "Concept", "description": "Discovery represents the shared intellectual pursuit that unites Jordan and Alex in opposition to Cruz's controlling worldview."}
      ],
      "relationships": [
        {"source": "Alex", "target": "Taylor", "keywords": "power dynamics, observation", "description": "Alex observes Taylor's authoritarian behavior and notes changes in Taylor's attitude toward the device."},
        {"source": "Alex", "target": "Jordan", "keywords": "shared goals, rebellion", "description": "Alex and Jordan share a commitment to discovery, which contrasts with Cruz's vision."},
        {"source": "Taylor", "target": "Jordan", "keywords": "conflict resolution, mutual respect", "description": "Taylor and Jordan interact directly regarding the device, leading to a moment of mutual respect and an uneasy truce."},
        {"source": "Jordan", "target": "Cruz", "keywords": "ideological conflict, rebellion", "description": "Jordan's commitment to discovery is in rebellion against Cruz's vision of control and order."},
        {"source": "Taylor", "target": "The Device", "keywords": "reverence, technological significance", "description": "Taylor shows reverence towards the device, indicating its importance and potential impact."}
      ]
    }
  - |
    ---Entity Types---
    - Person: Human individuals, real or fictional
    - Location: Geographic places (cities, countries, buildings, regions)
    - Creature: Non-human living beings (animals, mythical beings, etc.)
    - Method: Procedures, techniques, algorithms, workflows
    - Organization: Companies, institutions, government bodies, groups
    - Content: Creative or informational works (books, articles, films, reports)
    - NaturalObject: Natural non-living objects (minerals, celestial bodies, chemical compounds)

    ---Input Text---
    ```
    Dr. Elena Vasquez led a field expedition to the Borneo rainforest to document the population decline of the Bornean orangutan. Using transect sampling — a method where researchers walk predetermined line paths and record every animal sighting within a fixed distance — her team estimated that fewer than 1,500 individuals remained in the surveyed region.

    The expedition was funded by the Global Wildlife Conservation Institute and produced a landmark report titled "Primate Decline in Insular Southeast Asia." Vasquez attributed the collapse primarily to peat-soil destruction caused by palm oil plantation expansion, which had converted over 40% of the surveyed forest area within a decade.
    ```

    ---Output---
    {
      "entities": [
        {"name": "Dr. Elena Vasquez", "type": "Person", "description": "Dr. Elena Vasquez is a field researcher who led an expedition to document orangutan population decline in Borneo."},
        {"name": "Borneo Rainforest", "type": "Location", "description": "The Borneo rainforest is the field site of the expedition and the primary habitat of the Bornean orangutan."},
        {"name": "Bornean Orangutan", "type": "Creature", "description": "The Bornean orangutan is a primate species whose population was found to have declined to fewer than 1,500 individuals in the surveyed region."},
        {"name": "Transect Sampling", "type": "Method", "description": "Transect sampling is a wildlife survey technique where researchers walk predetermined paths and record animal sightings within a fixed lateral distance."},
        {"name": "Global Wildlife Conservation Institute", "type": "Organization", "description": "The Global Wildlife Conservation Institute funded the expedition led by Dr. Vasquez."},
        {"name": "Primate Decline in Insular Southeast Asia", "type": "Content", "description": "A landmark research report produced by Vasquez's expedition documenting primate population decline in the region."},
        {"name": "Peat Soil", "type": "NaturalObject", "description": "Peat soil is a natural substrate in the Borneo rainforest that has been destroyed by palm oil plantation expansion."}
      ],
      "relationships": [
        {"source": "Dr. Elena Vasquez", "target": "Bornean Orangutan", "keywords": "field research, population survey", "description": "Dr. Vasquez led the expedition that documented the population decline of the Bornean orangutan."},
        {"source": "Dr. Elena Vasquez", "target": "Transect Sampling", "keywords": "methodology, research application", "description": "Dr. Vasquez's team used transect sampling to estimate the orangutan population."},
        {"source": "Global Wildlife Conservation Institute", "target": "Dr. Elena Vasquez", "keywords": "funding, research support", "description": "The institute funded the expedition led by Dr. Vasquez."},
        {"source": "Dr. Elena Vasquez", "target": "Primate Decline in Insular Southeast Asia", "keywords": "authorship, research output", "description": "Dr. Vasquez's expedition produced the landmark report on primate decline."},
        {"source": "Peat Soil", "target": "Borneo Rainforest", "keywords": "habitat composition, ecological destruction", "description": "Peat soil destruction in the Borneo rainforest was caused by palm oil plantation expansion and is a primary driver of orangutan decline."}
      ]
    }
  - |
    ---Entity Types---
    - Content: Creative or informational works (books, articles, films, reports)
    - Artifact: Physical or digital objects created by humans (tools, software, devices)
    - Person: Human individuals, real or fictional
    - Organization: Companies, institutions, government bodies, groups
    - Method: Procedures, techniques, algorithms, workflows
    - Data: Quantitative or structured information (statistics, datasets, measurements)
    - Concept: Abstract ideas, theories, principles, beliefs

    ---Input Text---
    ```
    The 2023 edition of "Advances in Neural Architecture Search" synthesized findings from over 200 peer-reviewed papers and introduced a new benchmarking framework called NASBench-360, designed to evaluate search algorithms across diverse task domains. The publication was co-authored by Dr. Priya Nair and Dr. Luca Ferretti of the DeepSystems Research Lab.

    NASBench-360 measures three key metrics: search efficiency (time-to-solution), model accuracy on held-out test sets, and computational cost in GPU-hours. Early results showed that evolutionary search algorithms outperformed gradient-based methods by 12% on accuracy while consuming 30% fewer GPU-hours on vision tasks.
    ```

    ---Output---
    {
      "entities": [
        {"name": "Advances in Neural Architecture Search", "type": "Content", "description": "A 2023 publication that synthesizes findings from over 200 papers and introduces the NASBench-360 benchmarking framework."},
        {"name": "NASBench-360", "type": "Artifact", "description": "NASBench-360 is a benchmarking framework introduced to evaluate neural architecture search algorithms across diverse task domains."},
        {"name": "Dr. Priya Nair", "type": "Person", "description": "Dr. Priya Nair is a co-author of the publication and a researcher at the DeepSystems Research Lab."},
        {"name": "Dr. Luca Ferretti", "type": "Person", "description": "Dr. Luca Ferretti is a co-author of the publication and a researcher at the DeepSystems Research Lab."},
        {"name": "DeepSystems Research Lab", "type": "Organization", "description": "The DeepSystems Research Lab is the institution where the co-authors of the publication are affiliated."},
        {"name": "Evolutionary Search", "type": "Method", "description": "Evolutionary search is a class of neural architecture search algorithms that outperformed gradient-based methods in the NASBench-360 evaluation."},
        {"name": "Gradient-Based Search", "type": "Method", "description": "Gradient-based search is a class of neural architecture search algorithms that was benchmarked against evolutionary search in NASBench-360."},
        {"name": "GPU-Hours", "type": "Data", "description": "GPU-hours is a metric used in NASBench-360 to measure the computational cost of neural architecture search algorithms."},
        {"name": "Neural Architecture Search", "type": "Concept", "description": "Neural architecture search is the automated process of designing optimal neural network architectures, the central topic of the publication."}
      ],
      "relationships": [
        {"source": "Dr. Priya Nair", "target": "Advances in Neural Architecture Search", "keywords": "authorship", "description": "Dr. Priya Nair co-authored the publication."},
        {"source": "Dr. Luca Ferretti", "target": "Advances in Neural Architecture Search", "keywords": "authorship", "description": "Dr. Luca Ferretti co-authored the publication."},
        {"source": "Advances in Neural Architecture Search", "target": "NASBench-360", "keywords": "introduces, benchmarking", "description": "The publication introduced the NASBench-360 framework."},
        {"source": "Evolutionary Search", "target": "Gradient-Based Search", "keywords": "performance comparison", "description": "Evolutionary search outperformed gradient-based methods by 12% on accuracy and used 30% fewer GPU-hours on vision tasks."},
        {"source": "NASBench-360", "target": "GPU-Hours", "keywords": "evaluation metric", "description": "NASBench-360 uses GPU-hours as one of three key metrics to measure computational cost."}
      ]
    }
