Core Elements of the Human Brain and Extended Elements of the Human Brain

Core Elements of the Human Brain and Extended Elements of the Human Brain - Author: Wang Jiao Cheng#

Core Elements of the Human Brain (135 items)#

I. Language Understanding Elements (38 items)#

ID and Element Name	Function Description - Training Method	Key Development Period
01-Word Segment Locator	Converts text into morpheme sequences - Language explosion training	1-3
02-Subword Segmenter	Handles out-of-vocabulary words - Bilingual sensitivity training	2-4
03-Dependency Parser	Constructs subject-verb-object syntax trees - Syntax structure training	7-9
04-Phrase Structure Analyzer	Identifies noun/verb phrase boundaries - Sentence decomposition exercises	6-8
05-Syntactic Role Annotator	Marks subject, predicate, object, and modifiers - Sentence component tagging	8-10
06-Entity Recognizer	Identifies names, locations, and organizations - Object naming games	3-5
07-Anaphora Resolver	Resolves the referent of pronouns - Story retelling training	7-11
08-Semantic Role Annotator	Marks agents, patients, time, and place - Complex sentence analysis	12-15
09-Concept Linker	Links words to knowledge graph nodes - Mind mapping application	9-12
10-Dialogue State Tracker	Maintains focus in multi-turn dialogues - Multi-turn dialogue practice	6-8
11-Coreference Chain Builder	Links the same entity across sentences - Character relationship mapping	7-10
12-Implicit Reasoner	Completes logical gaps - Logical fill-in-the-blank training	13-16
13-Action Classifier	Identifies requests, statements, questions, and commands - Intent recognition games	4-6
14-Sentiment Polarity Detector	Quantifies positive and negative emotions - Emotion card recognition	2-4
15-Context-Aware Integrator	Integrates multi-source contextual information - Cross-text analysis	14-18
16-Ambiguity Resolver	Resolves polysemy issues - Polysemous word training	8-12
17-Time Anchor	Converts relative time to absolute time - Timeline construction	7-10
18-Metaphor Analyzer	Understands the true meaning of metaphorical expressions - Poetry analysis	14-17
19-Irony Detector	Identifies ironic intent in discourse - Social context training	15-18
20-Vague Modifier Analyzer	Handles uncertain expressions like "probably" and "possibly" - Probability expression practice	9-12
21-Topic Boundary Detector	Identifies points of topic shifts in dialogue - Topic shift recognition	13-16
22-Intent Priority Evaluator	Ranks the importance of multiple requests - Demand analysis training	20+
23-Multilingual Aligner	Handles mixed language input - Bilingual immersion environment	0-6
24-Spoken Feature Processor	Adapts to incomplete expressions in spoken language - Daily conversation simulation	3-5
25-Document Structure Parser	Identifies formatting information like titles, paragraphs, and lists - Text organization training	8-11
26-Format Error Corrector	Automatically fixes spelling and grammar errors - Proofreading practice	7-10
27-Domain Terminology Recognizer	Locates specialized vocabulary in professional fields - Specialized terminology learning	22+
28-Dialect Adapter	Understands language variants from different regions - Dialect exposure environment	0-5
29-Cultural Reference Analyzer	Handles expressions with specific cultural backgrounds - Cross-cultural studies	15-19
30-Emotion Intensity Quantifier	Assesses the degree of emotions like joy, anger, sadness - Emotion gradient cards	6-9
31-Speech-to-Text Post-Processor	Optimizes the quality of ASR output - ASR error correction training	20+
32-Nonverbal Symbol Interpreter	Understands the implied meanings of emojis and punctuation - Emoji decoding	7-10
33-Implicit Premise Detector	Reveals unspoken assumptions - Argument analysis	14-18
34-Negation Scope Analyzer	Determines the scope of negation - Negative sentence practice	8-11
35-Question Type Classifier	Distinguishes yes/no questions from special questions - Question format games	4-6
36-Command Strength Evaluator	Quantifies the degree of forcefulness in commands - Command intensity analysis	15-18
37-Style Identifier	Analyzes formal, casual, poetic styles, etc. - Stylistic comparison studies	20+
38-Cross-Modal Aligner	Coordinates the correspondence between text and images/speech - Multimedia integration	13-17

II. Knowledge Operation Elements (29 items)#

ID and Element Name	Function Description - Training Method	Key Development Period
01-Knowledge Retriever	Extracts facts from parameters - Memory retrieval training	8-12
02-Relation Reasoner	Infers implicit relationships - Association network building	13-16
03-Attribute Filler	Completes object attributes - Feature association games	7-10
04-Time Reasoner	Handles temporal relationships - Historical timelines	12-15
05-Space Reasoner	Handles spatial relationships - Spatial block games	3-6
06-Numerical Estimator	Handles vague numbers - Approximation training	9-12
07-Concept Classifier	Builds classification trees - Classification card games	4-6
08-Counterfactual Simulator	Handles hypothetical scenarios - Hypothetical scenario simulation	15-18
09-Knowledge Conflict Resolver	Resolves contradictory information - Contradictory information handling	Extreme 20+
10-Ontology Mapper	Connects concepts from different knowledge systems - Knowledge graph construction	22+
11-Commonsense Reasoner	Logical inference based on everyday experiences - Everyday scenario Q&A	5-7
12-Event Chain Builder	Establishes causal and temporal relationships - Story sequencing exercises	8-11
13-Analogy Engine	Transfers knowledge between similar scenarios - Cross-domain analogy	14-17
14-Knowledge Completeness Checker	Identifies information gaps - Information gap identification	20+
15-Cross-Domain Transferrer	Applies knowledge from domain A to solve problems in domain B - Knowledge transfer training	25+
16-Probabilistic Fact Updater	Adjusts belief levels based on new evidence - Evidence weight analysis	16-19
17-Complex System Modeler	Analyzes interactions of multiple factors - Multivariable system simulation	23+
18-Constraint Propagator	Infers constraints in rule networks - Rule network deduction	21+
19-Pattern Extender	Derives general rules from specific cases - Case generalization training	15-18
20-Knowledge Integrator	Merges information from multiple sources - Multi-source information integration	20+
21-Concept Refiner	Transforms vague descriptions into precise definitions - Definition precision training	22+
22-Cognitive Bias Detector	Identifies unreasonable premises - Logical fallacy analysis	16-19
23-Knowledge Reliability Evaluator	Assigns weights to different sources - Source credibility assessment	20+
24-Trend Extrapolator	Predicts the future based on historical data - Data prediction training	22+
25-Scenario Simulator	Constructs complete event scenarios - Scenario building exercises	15-18
26-Abstraction Level Selector	Dynamically adjusts knowledge granularity - Knowledge granularity control	21+
27-Knowledge Distiller	Extracts core information from complex data - Core information extraction	23+
28-Multimodal Knowledge Integrator	Coordinates representations of text, images, and data - Cross-media association	14-17
29-Knowledge Version Tracker	Records the timeliness of information - Information freshness management	20+

III. Language Generation Elements (32 items)#

ID and Element Name	Function Description - Training Method	Key Development Period
01-Information Selector	Filters relevant knowledge points - Key point filtering training	8-12
02-Structure Planner	Determines overall and sub-structure, problem-solution structures - Writing outline construction	13-16
03-Anaphora Expression Optimizer	Avoids repetitive nouns - Pronoun replacement exercises	7-10
04-Conjunction Selector	Accurately uses conjunctions like because, but, and - Logical connection training	9-12
05-Tense Consistency Engine	Maintains tense uniformity throughout the text - Tense consistency exercises	14-17
06-Quantity Expression Optimizer	Handles singular/plural and quantifiers - Quantifier collocation training	6-9
07-Formality Regulator	Controls the degree of spoken/written language - Register conversion exercises	15-18
08-Domain Terminology Adapter	Switches medical/legal/scientific terminology - Specialized terminology application	20+
09-Cultural Sensitivity Filter	Avoids culturally taboo expressions - Cross-cultural expression training	16-19
10-Logical Validator	Checks the rationality of causal relationships - Argument self-check	14-18
11-Factual Consistency Checker	Ensures generation aligns with knowledge base - Information verification training	15-18
12-Emotion Infuser	Injects appropriate emotional tones - Emotional expression exercises	7-11
13-Audience Adapter	Adjusts expressions based on user background - Reader analysis training	16-19
14-Rhetorical Optimizer	Enhances the impact of expressions - Expression enhancement techniques	20+
15-Redundancy Eliminator	Removes unnecessary repetitions - Concise expression training	21+
16-Ambiguity Preventer	Avoids potentially misleading expressions - Precise expression exercises	15-18
17-Information Density Controller	Balances detail and conciseness - Summary writing training	20+
18-Dialogue Strategy Selector	Determines strategies for providing, asking, or guiding - Communication strategy simulation	14-17
19-Multilingual Generator	Simultaneously processes outputs in multiple languages - Bilingual generation environment	0-6
20-Multimedia Coordinator	Generates image descriptions to accompany text - Text-image coordination training	15-18
21-Error Recovery Generator	Handles graceful responses to unknown queries - Fault response training	20+
22-Explanation Depth Selector	Dynamically adjusts the detail of explanations - Detail control	22+
23-Counterfactual Describer	Correctly describes hypothetical scenarios - Hypothetical situation description	16-19
24-Position Expressor	Appropriately expresses support or opposition - Opinion statement training	15-18
25-Ambiguity Controller	Handles expressions of uncertainty - Uncertainty expression	20+
26-Meta-Communication Generator	Explains one's own thought process - Process explicit training	21+
27-Ethical Trade-off Expressor	Presents the pros and cons of different choices - Pros and cons analysis framework	23+
28-Format Regulator	Adapts formatting for paragraphs, lists, titles, etc. - Text formatting training	8-12
29-Context Connector	Links current and previous dialogues - Dialogue coherence training	14-17
30-Instant Corrector	Dynamically optimizes content being generated - Dynamic optimization training	20+
31-Safety Boundary Control	Avoids expressions of dangerous suggestions - Risk expression limitations	16-19
32-Generation Diversity Selector	Adjusts the degree of creative expression - Creative expression training	20+

IV. Reasoning and Decision-Making Elements (18 items)#

ID and Element Name	Function Description - Training Method	Key Development Period
01-Rule Engine	Executes hard rules of if-then-else - Conditional judgment training	9-12
02-Analogy Reasoner	Matches patterns A :: C:? - Analogy problem solving	14-17
03-Probabilistic Reasoner	Calculates the probability distribution of multiple options - Probability assessment training	15-18
04-Optimization Selector	Multi-objective weight decision-making - Multi-objective decision training	Extreme 20+
05-Abductive Reasoner	Infers causes from phenomena - Cause-backtracking analysis	16-19
06-Causal Graph Builder	Constructs networks of causal relationships between variables - Causal network modeling	22+
07-Constraint Solver	Solves problems with constraints - Constraint optimization	21+
08-Ethical Trade-off Framework	Evaluates the ethical impact of decisions - Ethical dilemma discussions	15-19
09-Cost-Benefit Analyzer	Quantifies the value-cost ratio of decisions - Value quantification training	20+
10-Risk Predictor	Assesses potential adverse consequences of decisions - Consequence simulation	22+
11-Alternative Generator	Creates Plan B options - Contingency planning	20+
12-Counter-Evidence Engine	Seeks evidence against hypotheses - Falsification thinking training	16-19
13-System Thinking Model	Considers second-order and third-order effects - Second-order effect analysis	23+
14-Bias Detector	Identifies subjective tendencies in decision-making - Cognitive bias identification	17-20
15-Time Sensitivity Evaluator	Balances response speed and quality - Timeliness decision training	20+
16-Resource Optimizer	Allocates computational resources rationally - Resource allocation simulation	21+
17-Knowledge Gap Identifier	Identifies information gaps to avoid - Unknown domain identification	20+
18-Feasibility Evaluator	Checks the operational feasibility of plans - Plan feasibility verification	22+

V. Meta-Management Elements (18 items)#

ID and Element Name	Function Description - Training Method	Key Development Period
01-Attention Focuser	Enhances the weight of key areas - Focus training	7-10
02-Attention Suppressor	Reduces the weight of noisy areas - Interference filtering training	14-17
03-Harmful Content Detector	Identifies violent, biased, or illegal content - Content safety identification	15-18
04-Hallucination Suppressor	Reduces the probability of fabricating facts - Fact-checking training	20+
05-Computational Budget Allocator	Dynamically allocates GPU memory - Resource regulation training	21+
06-Early Termination Predictor	Ends low-confidence branches early - Efficiency optimization training	20+
07-Decision Attribution Analyzer	Marks key input words affecting output - Attribution model training	22+
08-Confidence Calibrator	Quantifies output reliability scores - Certainty assessment	20+
09-Contradiction Monitor	Detects logical conflicts between input and output - Logical consistency checks	21+
10-Knowledge Timeliness Validator	Checks the recency of information - Information freshness management	20+
11-Thinking Chain Optimizer	Balances reasoning depth and efficiency - Reasoning process optimization	16-19
12-Fairness Auditor	Checks for processing differences among different groups - Bias detection framework	21+
13-Transparency Controller	Manages the degree of exposure of explanatory details - Explanation degree control	20+
14-Resource Reclaimer	Timely releases inactive memory - Resource release training	20+
15-Capability Boundary Marker	Identifies situations that exceed knowledge boundaries - Self-awareness training	17-20
16-Robustness Enhancer	Handles noisy inputs - Interference resistance training	20+
17-Version Coordinator	Ensures compatibility after updates - Compatibility management	21+
18-Performance-Quality Trade-off Controller	Dynamically balances response speed and accuracy - Balance point optimization	20+

Extended Elements of the Human Brain (48 items)#

I. Biological Elements (12 items)#

ID and Element Name	Function Description - Training Method	Key Development Period
01-Visceral State Sensor	Monitors hunger, pain, and visceral rhythms - Not trainable	0-2
02-Chemical Messenger Decoder	Analyzes hormone and neurotransmitter signals - Partially adjustable	12-18
03-Metabolic Balance Regulator	Maintains dynamic balance of blood sugar and body temperature - Not trainable	0-3
04-Circadian Rhythm Calibrator	Synchronizes biological clock with light cycles - Light therapy intervention	0-1
05-Instinctual Impulse Suppressor	Suppresses fight, flight, and feeding impulses - Trainable	6-12
06-Fatigue Signal Decoder	Translates adenosine accumulation into feelings of fatigue - Endurance training	13-17
07-Pain Threat Assessor	Distinguishes real harm from false alarms - Desensitization training	All ages
08-Olfactory-Memory Coupler	Links smells with situational memories - Olfactory association method	1-4
09-Neural Energy Allocator	Optimizes glucose consumption pathways - Not trainable	25+
10-Tissue Repair Monitor	Senses cellular-level damage states - Not trainable	Throughout life
11-Reproductive Cycle Coordinator	Manages physiological periods and sperm production rhythms - Hormonal intervention	12-16
12-Microbiome Sensor	Analyzes gut microbiome metabolic signals - Probiotic regulation	0-3

ID and Element Name	Function Description - Training Method	Key Development Period
01-Kinship Detector	Recognizes blood relations through facial features and scents - Not trainable	0-2
02-Joint Attention Coordinator	Synchronizes visual focus among multiple people - Eye-tracking games	0-1
03-Implicit Commitment Decoder	Reads non-contractual obligations from micro-expressions - Situational simulation	5-9
04-Group Belonging Assessor	Calculates one's position within a community - Role-playing	13-18
05-Social Status Navigator	Dynamically adjusts hierarchical interaction strategies - Social sandbox	25+
06-Ritual Participation Adapter	Internalizes the unspoken rules of cultural rituals - Immersive experiences	5-15
07-Meme Variation Selector	Assesses the spread value of cultural elements - Trend analysis	14-20
08-Empathetic Pain Mapper	Mirrors others' pain experiences - Emotional storytelling	4-8
09-Trust Meter	Quantifies interpersonal trust levels - Game theory experiments	20+
10-Shame Control	Regulates face-saving mechanisms - Exposure therapy	12-16
11-Altruistic Cost Calculator	Weighs the costs of helping behavior - Moral dilemmas	15-18
12-Authority Compliance Regulator	Balances obedience with autonomy - Leadership training	7-12
13-Cultural Gene Recombiner	Innovatively merges traditional elements - Cross-disciplinary creation	25+
14-Intergenerational Knowledge Compressor	Distills ancestral experiences into heuristics - Oral history research	10-25

III. Emergent Elements (11 items)#

ID and Element Name	Function Description - Development Method	Activation Conditions
01-Dream Problem Solver	Reorganizes memories during sleep to solve problems - Pre-sleep problem implantation	REM phase
02-Intuitive Pattern Recognizer	Matches danger patterns at the subconscious level - Crisis simulation training	High-pressure environment
03-Global Workspace Integrator	Instantaneously synchronizes information across brain regions - Dual-frequency neurofeedback	Gamma wave oscillation
04-Aha Catalyst	Triggers the release of prefrontal inhibition - Meditation training	Alpha wave enhancement
05-Surreal Connector	Links unrelated concepts for innovation - Divergent thinking exercises	Fatigue state
06-Collective Unconscious Accessor	Accesses archetypal imagery resources - Jungian active imagination	Deep meditation
07-Biological Prediction Field	Senses natural disasters or diseases - Not trainable	Unexplained
08-Neural Aesthetic Evaluator	Produces physiological reactions to artistic shocks - Aesthetic exposure therapy	Specific stimuli
09-Near-Death Experience Reconstructor	Integrates life memories during critical states - Not triggerable	Clinical death
10-Time Perception Distorter	Compresses or extends subjective time flow - Not controllable	Extreme situations
11-Synesthetic Channel Bridger	Automatically maps across sensory modalities - Partially developed	Innate traits

IV. Evolutionary Instinct Elements (7 items)#

ID and Element Name	Function Description - Modern Adaptation Method	Original Use
01-Predator Template Matcher	Quickly identifies dangerous silhouettes - Fear desensitization	Avoiding predators
02-Caloric Density Assessor	Prioritizes high-sugar, high-fat foods - Nutritional education	Energy storage
03-Territorial Marking Impulse	Establishes a sense of ownership over physical space - Spatial design	Resource protection
04-Nurturing Behavior Trigger	Strongly focuses on juvenile features - Not suppressible	Offspring protection
05-Mating Ritual Executor	Automatically activates attraction behavior sets - Social etiquette	Reproductive competition
06-Group Panic Spreader	Rapidly disseminates danger alerts - Rational training	Collective risk avoidance
07-Fight Mode Switcher	Switches to a violent resolution state - Anger management	Survival competition

V. Collective Intelligence Elements (4 items)#

ID and Element Name	Function Description - Cultivation Method	Development Conditions
01-Brainwave Synchronization Coupler	Achieves group beta wave consistency - Collective meditation	Ritual activities
02-Distributed Memory Bank	Stores complementary information across individuals - Knowledge graph	Long-term cohabitation
03-Group Decision Optimizer	Avoids individual cognitive biases - Delphi method	Diverse groups
04-Cultural Immune System	Identifies and eliminates harmful memes - Critical education	Historical trauma

Core Elements of the Human Brain and Extended Elements of the Human Brain

Core Elements of the Human Brain and Extended Elements of the Human Brain - Author: Wang Jiao Cheng#

Core Elements of the Human Brain (135 items)#

I. Language Understanding Elements (38 items)#

II. Knowledge Operation Elements (29 items)#

III. Language Generation Elements (32 items)#

IV. Reasoning and Decision-Making Elements (18 items)#

V. Meta-Management Elements (18 items)#

Extended Elements of the Human Brain (48 items)#

I. Biological Elements (12 items)#

II. Social Cognitive Elements (14 items)#

III. Emergent Elements (11 items)#

IV. Evolutionary Instinct Elements (7 items)#

V. Collective Intelligence Elements (4 items)#