id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
4,286 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994668.229 | 2.547 | 58.230 | 51.816 | -100 | -67 | -87 | -78 | -78 | -84 | -81 | -74 |
| B | 1731994752.246 | 65.378 | 115.054 | 51.816 | -82 | -92 | -88 | -91 | -85 | -86 | -84 | -73 |
| C | 1731994241.218 | 58.585 | 8.015 | 51.816 | -86 | -88 | -80 | -82 | -80 | -83 | -75 | -78 |
| D | 1731994420.223 | 97.642 | 95.932 | 51.816 | -84 | -83 | -89 | -87 | -77 | -77 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994307.236
- **Target RSSI fingerprint:** [-94, -89, -80, -76, -78, -70, -76, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22688222549635,
66.73673152923584,
51.816
] | 4 |
37,248 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130135.125 | 90.003 | 46.659 | 60.960 | -76 | -77 | -77 | -72 | -80 | -68 | -68 | -68 |
| B | 1724130356.124 | 95.098 | 18.592 | 60.960 | -83 | -85 | -76 | -78 | -82 | -80 | -71 | -62 |
| C | 1724129875.131 | 128.212 | 33.202 | 60.960 | -80 | -76 | -78 | -73 | -81 | -70 | -68 | -73 |
| D | 1724130131.138 | 70.474 | 37.648 | 60.960 | -81 | -82 | -84 | -77 | -80 | -83 | -70 | -70 |
| E | 1724129874.129 | 123.117 | 31.026 | 60.960 | -81 | -82 | -80 | -74 | -81 | -70 | -69 | -77 |
| F | 1724130090.129 | 113.778 | 95.998 | 60.960 | -77 | -85 | -75 | -80 | -83 | -72 | -79 | -66 |
| G | 1724129995.227 | 65.380 | 4.485 | 60.960 | -75 | -78 | -74 | -73 | -71 | -70 | -71 | -62 |
| H | 1724130480.142 | 0.849 | 121.105 | 60.960 | -91 | -89 | -100 | -100 | -81 | -100 | -89 | -67 |
| I | 1724129798.131 | 33.114 | 66.060 | 60.960 | -72 | -80 | -74 | -100 | -71 | -100 | -76 | -68 |
| J | 1724129907.139 | 109.532 | 91.128 | 60.960 | -82 | -84 | -76 | -74 | -81 | -71 | -75 | -66 |
| K | 1724129819.127 | 60.285 | 3.689 | 60.960 | -78 | -72 | -73 | -81 | -71 | -68 | -70 | -71 |
| L | 1724130360.131 | 76.418 | 10.218 | 60.960 | -81 | -81 | -75 | -75 | -74 | -73 | -72 | -64 |
| M | 1724129919.136 | 53.492 | 62.411 | 60.960 | -86 | -85 | -79 | -77 | -85 | -79 | -76 | -64 |
| N | 1724130328.137 | 129.910 | 69.457 | 60.960 | -85 | -86 | -80 | -78 | -78 | -70 | -75 | -73 |
| O | 1724130065.133 | 145.194 | 42.213 | 60.960 | -80 | -80 | -77 | -75 | -82 | -70 | -70 | -74 |
| P | 1724129837.158 | 39.058 | 56.956 | 60.960 | -100 | -82 | -80 | -79 | -77 | -79 | -70 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130508.128
- **Target RSSI fingerprint:** [-100, -97, -100, -91, -97, -100, -95, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981719885652757,
121.63628578186035,
60.96
] | 16 |
8,682 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999747.230 | 106.133 | 90.199 | 42.672 | -80 | -79 | -80 | -65 | -78 | -73 | -75 | -65 |
| B | 1731999515.217 | 5.094 | 12.806 | 42.672 | -92 | -84 | -78 | -91 | -85 | -86 | -86 | -84 |
| C | 1731999830.200 | 139.246 | 120.575 | 42.672 | -90 | -83 | -86 | -91 | -83 | -86 | -80 | -81 |
| D | 1731999745.210 | 113.774 | 96.117 | 42.672 | -79 | -82 | -100 | -70 | -78 | -75 | -75 | -65 |
| E | 1731999609.222 | 81.510 | 95.985 | 42.672 | -84 | -87 | -81 | -80 | -76 | -75 | -85 | -74 |
| F | 1732000290.201 | 6.793 | 0.995 | 42.672 | -100 | -84 | -84 | -85 | -92 | -91 | -84 | -79 |
| G | 1731999909.225 | 79.812 | 123.786 | 42.672 | -91 | -89 | -83 | -81 | -85 | -79 | -81 | -86 |
| H | 1731999725.220 | 118.020 | 137.494 | 42.672 | -100 | -100 | -100 | -88 | -84 | -81 | -79 | -65 |
| I | 1731999639.228 | 88.303 | 139.472 | 42.672 | -85 | -86 | -80 | -81 | -75 | -77 | -68 | -78 |
| J | 1731999875.223 | 54.340 | 155.011 | 42.672 | -100 | -90 | -72 | -88 | -90 | -90 | -83 | -81 |
| K | 1732000096.208 | 39.906 | 120.614 | 42.672 | -88 | -87 | -95 | -89 | -79 | -75 | -92 | -94 |
| L | 1731999790.223 | 41.604 | 154.109 | 42.672 | -83 | -88 | -78 | -84 | -78 | -74 | -76 | -77 |
| M | 1731999520.230 | 4.245 | 13.921 | 42.672 | -92 | -81 | -81 | -90 | -93 | -88 | -74 | -70 |
| N | 1731999843.208 | 126.510 | 154.441 | 42.672 | -87 | -89 | -84 | -84 | -76 | -78 | -78 | -85 |
| O | 1731999928.229 | 129.058 | 154.427 | 42.672 | -87 | -100 | -81 | -87 | -82 | -80 | -80 | -68 |
| P | 1731999537.220 | 19.528 | 34.410 | 42.672 | -87 | -75 | -79 | -89 | -81 | -80 | -81 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999684.216
- **Target RSSI fingerprint:** [-85, -89, -94, -91, -77, -78, -89, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77375243445465,
131.13787651062012,
42.672000000000004
] | 16 |
10,441 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828889.153 | 83.208 | 47.787 | 42.672 | -85 | -80 | -78 | -75 | -79 | -79 | -77 | -79 |
| B | 1722828837.144 | 68.774 | 7.100 | 42.672 | -88 | -93 | -92 | -86 | -86 | -92 | -80 | -79 |
| C | 1722828828.144 | 84.057 | 17.796 | 42.672 | -87 | -99 | -82 | -76 | -83 | -67 | -90 | -78 |
| D | 1722828540.153 | 66.227 | 115.439 | 42.672 | -97 | -96 | -86 | -87 | -90 | -87 | -93 | -92 |
| E | 1722828685.135 | 53.491 | 74.991 | 42.672 | -88 | -84 | -83 | -86 | -86 | -72 | -77 | -76 |
| F | 1722828333.180 | 68.774 | 0.557 | 42.672 | -88 | -80 | -100 | -100 | -83 | -100 | -91 | -79 |
| G | 1722828971.162 | 21.227 | 47.840 | 42.672 | -83 | -85 | -85 | -85 | -86 | -72 | -76 | -74 |
| H | 1722828912.147 | 126.510 | 65.489 | 42.672 | -99 | -91 | -84 | -86 | -98 | -86 | -85 | -98 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828654.164
- **Target RSSI fingerprint:** [-92, -86, -88, -85, -81, -78, -73, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037813305365855,
42.757158279418945,
42.672000000000004
] | 8 |
28,399 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938183.166 | 107.832 | 45.292 | 30.480 | -84 | -86 | -84 | -79 | -80 | -86 | -82 | -74 |
| B | 1725938255.115 | 58.586 | 11.333 | 30.480 | -75 | -80 | -81 | -100 | -73 | -76 | -75 | -63 |
| C | 1725937627.153 | 60.284 | 76.623 | 30.480 | -72 | -76 | -75 | -70 | -75 | -80 | -81 | -73 |
| D | 1725937798.150 | 49.246 | 14.438 | 30.480 | -81 | -80 | -80 | -100 | -70 | -79 | -77 | -71 |
| E | 1725937753.161 | 68.775 | 33.534 | 30.480 | -81 | -100 | -82 | -60 | -77 | -79 | -76 | -75 |
| F | 1725937745.149 | 101.888 | 21.445 | 30.480 | -100 | -81 | -83 | -60 | -74 | -81 | -80 | -76 |
| G | 1725938211.143 | 31.416 | 53.254 | 30.480 | -63 | -64 | -67 | -65 | -75 | -66 | -68 | -68 |
| H | 1725937660.144 | 6.793 | 18.433 | 30.480 | -80 | -82 | -83 | -83 | -62 | -78 | -76 | -53 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937682.154
- **Target RSSI fingerprint:** [-81, -68, -75, -64, -100, -60, -47, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641612059126722,
70.14721870422363,
30.48
] | 8 |
4,663 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010442.190 | 85.755 | 86.470 | 60.960 | -85 | -85 | -78 | -71 | -87 | -64 | -80 | -72 |
| B | 1723009765.162 | 179.152 | 39.824 | 60.960 | -83 | -79 | -85 | -79 | -83 | -100 | -76 | -80 |
| C | 1723010379.164 | 143.492 | 43.500 | 60.960 | -82 | -76 | -88 | -82 | -84 | -69 | -77 | -67 |
| D | 1723010076.156 | 43.302 | 85.461 | 60.960 | -79 | -82 | -100 | -100 | -75 | -67 | -73 | -78 |
| E | 1723010482.169 | 208.869 | 8.214 | 60.960 | -82 | -69 | -78 | -74 | -84 | -100 | -79 | -58 |
| F | 1723010447.141 | 109.529 | 86.921 | 60.960 | -87 | -87 | -78 | -71 | -86 | -69 | -85 | -72 |
| G | 1723010201.142 | 1.698 | 82.316 | 60.960 | -91 | -85 | -79 | -84 | -86 | -75 | -79 | -78 |
| H | 1723010370.160 | 151.133 | 20.569 | 60.960 | -77 | -79 | -86 | -90 | -81 | -70 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009984.157
- **Target RSSI fingerprint:** [-89, -86, -75, -71, -81, -77, -74, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.509675244326516,
84.78444576263428,
60.96
] | 8 |
8,094 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009990.159 | 65.378 | 85.859 | 60.960 | -82 | -68 | -75 | -85 | -73 | -83 | -82 | -100 |
| B | 1723010310.151 | 4.245 | 81.918 | 60.960 | -88 | -100 | -77 | -84 | -71 | -76 | -75 | -71 |
| C | 1723010387.137 | 108.680 | 43.553 | 60.960 | -88 | -90 | -81 | -82 | -84 | -73 | -74 | -69 |
| D | 1723010247.136 | 152.831 | 25.492 | 60.960 | -83 | -72 | -82 | -71 | -81 | -74 | -76 | -79 |
| E | 1723010443.164 | 90.850 | 86.496 | 60.960 | -83 | -71 | -83 | -85 | -81 | -85 | -84 | -74 |
| F | 1723010300.150 | 51.793 | 84.400 | 60.960 | -82 | -100 | -68 | -82 | -74 | -80 | -77 | -77 |
| G | 1723009856.145 | 21.227 | 83.165 | 60.960 | -80 | -84 | -81 | -81 | -72 | -84 | -74 | -82 |
| H | 1723010573.167 | 196.133 | 0.000 | 60.960 | -88 | -98 | -95 | -81 | -100 | -83 | -85 | -82 |
| I | 1723009757.157 | 206.322 | 10.019 | 60.960 | -84 | -76 | -100 | -71 | -79 | -73 | -79 | -63 |
| J | 1723010567.148 | 200.379 | 2.482 | 60.960 | -94 | -82 | -100 | -90 | -100 | -96 | -87 | -89 |
| K | 1723010239.146 | 137.548 | 65.012 | 60.960 | -83 | -71 | -79 | -83 | -76 | -75 | -76 | -82 |
| L | 1723009947.150 | 68.774 | 44.642 | 60.960 | -81 | -86 | -80 | -79 | -77 | -81 | -71 | -69 |
| M | 1723010157.161 | 141.793 | 43.407 | 60.960 | -84 | -84 | -79 | -73 | -82 | -72 | -75 | -68 |
| N | 1723010269.143 | 99.340 | 4.844 | 60.960 | -78 | -89 | -84 | -82 | -83 | -72 | -73 | -71 |
| O | 1723010399.148 | 50.095 | 43.819 | 60.960 | -83 | -88 | -78 | -84 | -74 | -78 | -70 | -66 |
| P | 1723009624.148 | 201.228 | 3.265 | 60.960 | -99 | -89 | -86 | -90 | -100 | -89 | -92 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009788.184
- **Target RSSI fingerprint:** [-80, -77, -81, -83, -79, -84, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.39714104244703,
71.03633403778076,
60.96
] | 16 |
30,616 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691897.133 | 55.191 | 47.667 | 51.816 | -75 | -71 | -80 | -80 | -80 | -80 | -75 | -75 |
| B | 1723691711.126 | 163.874 | 103.204 | 51.816 | -82 | -82 | -80 | -81 | -82 | -81 | -87 | -79 |
| C | 1723691501.204 | 146.892 | 95.374 | 51.816 | -76 | -73 | -83 | -79 | -84 | -77 | -80 | -80 |
| D | 1723691627.131 | 212.271 | 109.043 | 51.816 | -82 | -72 | -78 | -76 | -83 | -81 | -81 | -82 |
| E | 1723691829.156 | 217.366 | 115.598 | 51.816 | -79 | -75 | -77 | -79 | -81 | -80 | -77 | -77 |
| F | 1723691424.144 | 202.932 | 98.798 | 51.816 | -80 | -72 | -78 | -74 | -80 | -82 | -83 | -79 |
| G | 1723691366.145 | 200.384 | 135.345 | 51.816 | -74 | -82 | -78 | -82 | -84 | -80 | -83 | -85 |
| H | 1723691796.150 | 127.363 | 59.000 | 51.816 | -71 | -100 | -78 | -74 | -83 | -74 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691383.160
- **Target RSSI fingerprint:** [-79, -78, -75, -84, -84, -70, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.4010034479177,
80.31232833862305,
51.816
] | 8 |
23,134 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939871.155 | 99.341 | 7.126 | 42.672 | -84 | -79 | -77 | -76 | -74 | -75 | -69 | -78 |
| B | 1725939499.148 | 56.888 | 24.670 | 42.672 | -80 | -71 | -77 | -79 | -79 | -77 | -78 | -67 |
| C | 1725939270.134 | 101.039 | 49.087 | 42.672 | -74 | -73 | -74 | -77 | -77 | -75 | -71 | -64 |
| D | 1725939332.148 | 11.038 | 72.642 | 42.672 | -71 | -75 | -79 | -80 | -69 | -78 | -74 | -68 |
| E | 1725939812.162 | 31.416 | 57.952 | 42.672 | -70 | -72 | -74 | -74 | -78 | -70 | -72 | -69 |
| F | 1725939880.145 | 61.133 | 12.620 | 42.672 | -82 | -82 | -74 | -74 | -75 | -66 | -65 | -85 |
| G | 1725939650.150 | 90.850 | 2.336 | 42.672 | -82 | -100 | -76 | -73 | -75 | -74 | -71 | -82 |
| H | 1725939410.170 | 9.340 | 68.396 | 42.672 | -63 | -71 | -71 | -70 | -73 | -73 | -67 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939735.132
- **Target RSSI fingerprint:** [-71, -72, -79, -76, -70, -78, -73, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680208210069,
65.56893825531006,
42.672000000000004
] | 8 |
28,198 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939278.140 | 71.322 | 75.124 | 42.672 | -79 | -78 | -79 | -75 | -84 | -74 | -78 | -66 |
| B | 1725939387.151 | 99.341 | 25.970 | 42.672 | -78 | -77 | -77 | -85 | -85 | -73 | -82 | -71 |
| C | 1725939760.141 | 35.661 | 110.755 | 42.672 | -80 | -78 | -79 | -76 | -82 | -76 | -74 | -72 |
| D | 1725939541.158 | 18.679 | 108.207 | 42.672 | -71 | -74 | -77 | -77 | -63 | -75 | -71 | -67 |
| E | 1725939877.151 | 75.567 | 11.399 | 42.672 | -71 | -63 | -64 | -74 | -81 | -72 | -70 | -76 |
| F | 1725939423.149 | 0.849 | 24.630 | 42.672 | -79 | -72 | -75 | -75 | -76 | -75 | -77 | -75 |
| G | 1725939608.142 | 17.830 | 62.172 | 42.672 | -75 | -75 | -75 | -72 | -69 | -72 | -75 | -66 |
| H | 1725939334.144 | 12.736 | 82.674 | 42.672 | -76 | -77 | -77 | -73 | -60 | -74 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939300.144
- **Target RSSI fingerprint:** [-79, -76, -72, -75, -78, -75, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.793149270081415,
15.300745964050293,
42.672000000000004
] | 8 |
4,896 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828694.173 | 90.850 | 42.903 | 42.672 | -87 | -90 | -80 | -86 | -84 | -86 | -84 | -79 |
| B | 1722828922.150 | 94.246 | 98.081 | 42.672 | -87 | -86 | -80 | -80 | -87 | -82 | -86 | -75 |
| C | 1722828724.156 | 100.189 | 89.947 | 42.672 | -95 | -88 | -81 | -82 | -82 | -79 | -91 | -75 |
| D | 1722828981.159 | 33.963 | 50.308 | 42.672 | -92 | -84 | -85 | -87 | -89 | -91 | -78 | -74 |
| E | 1722828789.162 | 78.114 | 73.412 | 42.672 | -87 | -90 | -89 | -85 | -85 | -88 | -74 | -78 |
| F | 1722828808.154 | 123.963 | 69.218 | 42.672 | -83 | -89 | -81 | -78 | -84 | -80 | -90 | -81 |
| G | 1722828705.160 | 112.925 | 52.299 | 42.672 | -85 | -91 | -81 | -85 | -83 | -85 | -77 | -79 |
| H | 1722828466.161 | 1.698 | 55.072 | 42.672 | -87 | -89 | -81 | -85 | -87 | -79 | -79 | -77 |
| I | 1722828918.137 | 107.831 | 83.537 | 42.672 | -89 | -84 | -86 | -84 | -81 | -73 | -83 | -76 |
| J | 1722828773.141 | 31.415 | 36.653 | 42.672 | -86 | -81 | -86 | -85 | -86 | -72 | -77 | -74 |
| K | 1722828902.162 | 112.925 | 55.457 | 42.672 | -87 | -89 | -80 | -89 | -87 | -79 | -85 | -78 |
| L | 1722828572.153 | 16.132 | 45.066 | 42.672 | -86 | -83 | -84 | -89 | -86 | -88 | -75 | -73 |
| M | 1722828426.155 | 65.378 | 10.218 | 42.672 | -95 | -102 | -103 | -89 | -83 | -88 | -83 | -97 |
| N | 1722828429.177 | 63.680 | 10.603 | 42.672 | -91 | -96 | -99 | -82 | -79 | -86 | -79 | -94 |
| O | 1722828586.159 | 49.246 | 53.626 | 42.672 | -91 | -82 | -83 | -89 | -87 | -77 | -79 | -73 |
| P | 1722828450.160 | 37.359 | 30.110 | 42.672 | -86 | -87 | -90 | -91 | -87 | -81 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828489.150
- **Target RSSI fingerprint:** [-83, -85, -86, -84, -83, -72, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22687983219514,
59.968838691711426,
42.672000000000004
] | 16 |
41,116 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123170.145 | 105.287 | 62.809 | 60.960 | -100 | -100 | -74 | -68 | -83 | -71 | -100 | -69 |
| B | 1724123493.147 | 10.189 | 43.381 | 60.960 | -79 | -80 | -82 | -81 | -73 | -82 | -70 | -72 |
| C | 1724123416.135 | 30.567 | 0.916 | 60.960 | -82 | -79 | -76 | -77 | -80 | -76 | -72 | -74 |
| D | 1724123487.122 | 10.189 | 40.090 | 60.960 | -71 | -79 | -79 | -100 | -70 | -76 | -69 | -65 |
| E | 1724123215.132 | 33.963 | 53.984 | 60.960 | -82 | -78 | -79 | -68 | -75 | -78 | -80 | -66 |
| F | 1724123227.135 | 11.038 | 40.514 | 60.960 | -81 | -78 | -100 | -78 | -71 | -81 | -78 | -67 |
| G | 1724122947.117 | 0.000 | 61.588 | 60.960 | -103 | -100 | -100 | -100 | -92 | -85 | -86 | -88 |
| H | 1724123158.131 | 86.607 | 87.545 | 60.960 | -80 | -85 | -77 | -76 | -84 | -72 | -83 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123172.142
- **Target RSSI fingerprint:** [-80, -75, -78, -75, -84, -79, -83, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38115905546185,
53.87773513793945,
60.96
] | 8 |
24,187 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940845.143 | 0.849 | 30.349 | 51.816 | -76 | -78 | -71 | -78 | -68 | -74 | -74 | -74 |
| B | 1725940861.170 | 18.679 | 113.103 | 51.816 | -80 | -79 | -71 | -55 | -79 | -75 | -73 | -70 |
| C | 1725941092.192 | 95.096 | 63.724 | 51.816 | -81 | -78 | -80 | -83 | -80 | -83 | -79 | -64 |
| D | 1725940811.161 | 64.529 | 77.433 | 51.816 | -78 | -80 | -86 | -85 | -77 | -78 | -77 | -83 |
| E | 1725940644.153 | 47.548 | 21.379 | 51.816 | -87 | -100 | -100 | -90 | -100 | -87 | -88 | -100 |
| F | 1725940939.147 | 8.491 | 65.357 | 51.816 | -74 | -78 | -77 | -74 | -66 | -73 | -72 | -63 |
| G | 1725940837.149 | 9.340 | 28.438 | 51.816 | -76 | -81 | -73 | -81 | -71 | -70 | -72 | -73 |
| H | 1725941164.144 | 48.397 | 23.714 | 51.816 | -100 | -76 | -75 | -86 | -66 | -69 | -66 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940637.145
- **Target RSSI fingerprint:** [-89, -100, -100, -96, -100, -92, -82, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90619798914631,
18.578529357910156,
51.816
] | 8 |
4,493 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839287.160 | 49.246 | 98.466 | 51.816 | -78 | -69 | -77 | -79 | -76 | -70 | -77 | -70 |
| B | 1722839015.286 | 135.850 | 121.291 | 51.816 | -91 | -91 | -83 | -82 | -100 | -83 | -81 | -86 |
| C | 1722839024.171 | 114.623 | 157.745 | 51.816 | -72 | -92 | -86 | -79 | -84 | -82 | -78 | -72 |
| D | 1722838868.185 | 40.755 | 97.006 | 51.816 | -73 | -71 | -74 | -75 | -70 | -71 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838991.154
- **Target RSSI fingerprint:** [-82, -71, -85, -81, -79, -64, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688111453805,
103.68146419525146,
51.816
] | 4 |
19,041 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828426.155 | 65.378 | 10.218 | 42.672 | -102 | -88 | -83 | -103 | -89 | -88 | -83 | -97 |
| B | 1722828938.160 | 63.680 | 110.078 | 42.672 | -83 | -80 | -81 | -78 | -70 | -74 | -86 | -76 |
| C | 1722828552.155 | 28.868 | 80.830 | 42.672 | -86 | -79 | -78 | -80 | -73 | -69 | -84 | -76 |
| D | 1722828682.146 | 40.755 | 85.846 | 42.672 | -88 | -85 | -87 | -82 | -85 | -73 | -78 | -77 |
| E | 1722828572.153 | 16.132 | 45.066 | 42.672 | -83 | -83 | -86 | -84 | -89 | -88 | -75 | -73 |
| F | 1722828916.150 | 115.473 | 76.119 | 42.672 | -84 | -100 | -81 | -93 | -81 | -83 | -83 | -77 |
| G | 1722828658.160 | 1.698 | 50.003 | 42.672 | -90 | -68 | -78 | -80 | -81 | -83 | -75 | -77 |
| H | 1722828866.138 | 18.679 | 73.850 | 42.672 | -90 | -88 | -85 | -81 | -88 | -90 | -77 | -79 |
| I | 1722828796.145 | 101.038 | 92.561 | 42.672 | -89 | -83 | -84 | -85 | -76 | -81 | -91 | -74 |
| J | 1722828854.174 | 0.849 | 54.926 | 42.672 | -90 | -68 | -78 | -82 | -76 | -80 | -75 | -77 |
| K | 1722828617.152 | 123.963 | 66.286 | 42.672 | -94 | -100 | -88 | -89 | -81 | -79 | -85 | -85 |
| L | 1722828868.164 | 26.321 | 80.764 | 42.672 | -91 | -100 | -100 | -81 | -100 | -100 | -74 | -77 |
| M | 1722828875.143 | 33.963 | 87.465 | 42.672 | -85 | -100 | -100 | -77 | -100 | -100 | -76 | -75 |
| N | 1722828522.158 | 109.529 | 71.779 | 42.672 | -83 | -100 | -81 | -94 | -83 | -78 | -86 | -76 |
| O | 1722828594.195 | 83.208 | 80.180 | 42.672 | -86 | -84 | -86 | -84 | -82 | -82 | -74 | -74 |
| P | 1722828690.151 | 76.416 | 55.324 | 42.672 | -84 | -100 | -86 | -83 | -87 | -77 | -78 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828929.177
- **Target RSSI fingerprint:** [-83, -83, -86, -79, -77, -83, -88, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86844288975611,
119.63245868682861,
42.672000000000004
] | 16 |
42,947 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693355.157 | 218.215 | 101.094 | 60.960 | -81 | -78 | -82 | -64 | -80 | -74 | -81 | -71 |
| B | 1723693051.139 | 65.380 | 44.708 | 60.960 | -79 | -100 | -81 | -100 | -73 | -73 | -79 | -77 |
| C | 1723693595.140 | 117.174 | 60.526 | 60.960 | -77 | -77 | -80 | -75 | -100 | -76 | -71 | -65 |
| D | 1723693520.143 | 174.912 | 66.073 | 60.960 | -75 | -69 | -100 | -100 | -72 | -100 | -72 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693287.157
- **Target RSSI fingerprint:** [-100, -77, -77, -75, -81, -68, -80, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653923975899,
46.44632339477539,
60.96
] | 4 |
11,001 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000261.231 | 7.642 | 9.356 | 42.672 | -102 | -97 | -96 | -98 | -94 | -91 | -87 | -79 |
| B | 1731999870.211 | 75.567 | 174.691 | 42.672 | -93 | -91 | -93 | -86 | -92 | -80 | -90 | -72 |
| C | 1731999973.229 | 50.944 | 97.935 | 42.672 | -85 | -85 | -82 | -83 | -79 | -85 | -73 | -76 |
| D | 1731999588.215 | 23.774 | 146.651 | 42.672 | -80 | -90 | -80 | -90 | -79 | -83 | -76 | -89 |
| E | 1731999563.229 | 50.944 | 101.638 | 42.672 | -85 | -76 | -82 | -84 | -79 | -71 | -71 | -68 |
| F | 1731999526.209 | 0.849 | 14.982 | 42.672 | -95 | -76 | -92 | -88 | -89 | -86 | -82 | -81 |
| G | 1731999593.211 | 27.170 | 150.221 | 42.672 | -81 | -81 | -80 | -87 | -80 | -79 | -75 | -78 |
| H | 1731999766.205 | 59.434 | 91.393 | 42.672 | -82 | -82 | -79 | -86 | -80 | -78 | -70 | -79 |
| I | 1731999583.242 | 21.227 | 138.808 | 42.672 | -79 | -89 | -85 | -84 | -78 | -84 | -75 | -84 |
| J | 1731999754.206 | 80.661 | 69.643 | 42.672 | -83 | -78 | -85 | -67 | -75 | -83 | -73 | -91 |
| K | 1731999740.238 | 131.605 | 111.484 | 42.672 | -83 | -82 | -82 | -83 | -78 | -75 | -75 | -61 |
| L | 1731999728.221 | 130.756 | 126.268 | 42.672 | -89 | -100 | -93 | -88 | -91 | -83 | -82 | -70 |
| M | 1731999935.220 | 146.888 | 126.440 | 42.672 | -88 | -100 | -89 | -83 | -84 | -73 | -85 | -58 |
| N | 1732000011.238 | 84.906 | 136.366 | 42.672 | -86 | -86 | -86 | -82 | -77 | -80 | -74 | -82 |
| O | 1731999557.235 | 71.321 | 79.025 | 42.672 | -91 | -82 | -94 | -85 | -93 | -83 | -83 | -76 |
| P | 1732000278.232 | 7.642 | 1.075 | 42.672 | -101 | -94 | -95 | -98 | -93 | -87 | -93 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999937.225
- **Target RSSI fingerprint:** [-86, -100, -82, -81, -83, -71, -83, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.58595271534156,
124.86098766326904,
42.672000000000004
] | 16 |
34,737 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127165.131 | 109.532 | 25.718 | 42.672 | -100 | -79 | -95 | -93 | -88 | -86 | -100 | -84 |
| B | 1724127016.147 | 30.567 | 56.930 | 42.672 | -77 | -86 | -90 | -100 | -83 | -78 | -71 | -79 |
| C | 1724127070.147 | 130.759 | 63.578 | 42.672 | -100 | -90 | -66 | -84 | -72 | -82 | -89 | -80 |
| D | 1724127282.153 | 2.547 | 117.655 | 42.672 | -86 | -100 | -101 | -100 | -100 | -98 | -83 | -93 |
| E | 1724126793.161 | 132.457 | 38.033 | 42.672 | -100 | -71 | -83 | -89 | -81 | -82 | -100 | -83 |
| F | 1724127069.142 | 132.457 | 59.279 | 42.672 | -100 | -90 | -64 | -83 | -69 | -78 | -88 | -70 |
| G | 1724126767.149 | 105.287 | 60.539 | 42.672 | -86 | -100 | -100 | -85 | -74 | -78 | -78 | -80 |
| H | 1724126807.152 | 67.927 | 6.449 | 42.672 | -75 | -89 | -87 | -86 | -84 | -79 | -62 | -66 |
| I | 1724127185.145 | 52.643 | 6.343 | 42.672 | -69 | -90 | -91 | -83 | -100 | -100 | -61 | -85 |
| J | 1724126802.131 | 90.852 | 17.145 | 42.672 | -100 | -91 | -91 | -91 | -90 | -85 | -69 | -79 |
| K | 1724127166.135 | 105.287 | 23.555 | 42.672 | -100 | -80 | -92 | -93 | -89 | -87 | -81 | -76 |
| L | 1724126612.126 | 28.869 | 66.976 | 42.672 | -80 | -100 | -100 | -72 | -100 | -73 | -74 | -80 |
| M | 1724127190.133 | 42.454 | 28.691 | 42.672 | -70 | -84 | -90 | -83 | -100 | -100 | -63 | -62 |
| N | 1724126884.140 | 135.005 | 53.546 | 42.672 | -100 | -80 | -67 | -85 | -72 | -85 | -100 | -78 |
| O | 1724126803.125 | 86.607 | 14.969 | 42.672 | -79 | -92 | -91 | -90 | -90 | -89 | -67 | -81 |
| P | 1724126886.141 | 129.910 | 63.180 | 42.672 | -100 | -88 | -68 | -86 | -75 | -84 | -100 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127048.164
- **Target RSSI fingerprint:** [-82, -76, -100, -70, -100, -74, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.6448908763217,
22.466750144958496,
42.672000000000004
] | 16 |
26,422 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943096.172 | 3.396 | 35.777 | 60.960 | -71 | -79 | -77 | -75 | -68 | -75 | -75 | -68 |
| B | 1725943441.172 | 73.020 | 72.058 | 60.960 | -76 | -79 | -76 | -76 | -67 | -78 | -77 | -67 |
| C | 1725943640.164 | 36.510 | 8.772 | 60.960 | -100 | -84 | -100 | -100 | -100 | -84 | -85 | -100 |
| D | 1725942955.162 | 73.869 | 66.604 | 60.960 | -85 | -70 | -76 | -83 | -83 | -74 | -80 | -83 |
| E | 1725943143.167 | 106.133 | 37.701 | 60.960 | -71 | -75 | -64 | -73 | -72 | -75 | -67 | -68 |
| F | 1725943134.153 | 101.039 | 11.346 | 60.960 | -75 | -76 | -75 | -74 | -77 | -75 | -78 | -66 |
| G | 1725943385.162 | 46.699 | 9.528 | 60.960 | -76 | -76 | -71 | -76 | -79 | -75 | -68 | -70 |
| H | 1725943227.179 | 30.566 | 106.176 | 60.960 | -81 | -82 | -79 | -73 | -71 | -77 | -79 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942936.154
- **Target RSSI fingerprint:** [-72, -79, -78, -72, -74, -73, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73722705533086,
22.161531448364258,
60.96
] | 8 |
40,409 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126360.116 | 4.245 | 117.562 | 42.672 | -100 | -100 | -79 | -100 | -101 | -100 | -94 | -75 |
| B | 1724127191.156 | 40.756 | 33.229 | 42.672 | -100 | -100 | -70 | -83 | -78 | -100 | -67 | -63 |
| C | 1724126858.147 | 93.399 | 31.199 | 42.672 | -74 | -85 | -84 | -71 | -83 | -74 | -80 | -77 |
| D | 1724127183.161 | 55.191 | 0.969 | 42.672 | -100 | -100 | -70 | -84 | -86 | -100 | -81 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127120.144
- **Target RSSI fingerprint:** [-79, -100, -82, -85, -100, -100, -64, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00155840387,
29.221372604370117,
42.672000000000004
] | 4 |
34,848 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130324.143 | 115.476 | 62.092 | 60.960 | -83 | -84 | -77 | -81 | -73 | -73 | -71 | -76 |
| B | 1724130259.119 | 133.307 | 61.840 | 60.960 | -76 | -84 | -79 | -82 | -73 | -71 | -82 | -67 |
| C | 1724130082.122 | 119.721 | 93.331 | 60.960 | -81 | -100 | -76 | -100 | -76 | -72 | -79 | -63 |
| D | 1724129804.124 | 45.851 | 38.869 | 60.960 | -61 | -75 | -100 | -71 | -100 | -74 | -70 | -67 |
| E | 1724130155.121 | 143.496 | 52.577 | 60.960 | -82 | -74 | -77 | -79 | -80 | -78 | -69 | -75 |
| F | 1724130169.149 | 114.627 | 28.810 | 60.960 | -100 | -79 | -100 | -79 | -79 | -75 | -71 | -71 |
| G | 1724130364.124 | 59.436 | 2.004 | 60.960 | -83 | -81 | -100 | -80 | -78 | -71 | -70 | -64 |
| H | 1724130100.142 | 65.380 | 70.744 | 60.960 | -100 | -77 | -78 | -76 | -76 | -75 | -70 | -62 |
| I | 1724129877.129 | 137.552 | 37.741 | 60.960 | -83 | -84 | -75 | -81 | -75 | -77 | -73 | -78 |
| J | 1724129860.120 | 95.947 | 34.941 | 60.960 | -82 | -75 | -79 | -78 | -100 | -76 | -74 | -67 |
| K | 1724129846.123 | 76.418 | 76.676 | 60.960 | -80 | -81 | -77 | -79 | -72 | -72 | -66 | -67 |
| L | 1724129829.122 | 35.662 | 48.357 | 60.960 | -75 | -79 | -77 | -79 | -78 | -70 | -76 | -63 |
| M | 1724130134.145 | 84.909 | 44.350 | 60.960 | -81 | -85 | -77 | -83 | -77 | -72 | -72 | -69 |
| N | 1724130197.149 | 33.963 | 44.456 | 60.960 | -77 | -82 | -75 | -81 | -74 | -67 | -79 | -66 |
| O | 1724129910.111 | 95.947 | 84.055 | 60.960 | -82 | -77 | -76 | -78 | -77 | -76 | -70 | -61 |
| P | 1724129845.121 | 74.720 | 75.628 | 60.960 | -83 | -82 | -76 | -79 | -74 | -73 | -67 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129722.131
- **Target RSSI fingerprint:** [-94, -100, -100, -100, -96, -91, -100, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339945937109016,
114.05889987945557,
60.96
] | 16 |
28,745 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941289.148 | 77.265 | 80.206 | 51.816 | -79 | -77 | -77 | -79 | -79 | -83 | -77 | -65 |
| B | 1725940845.143 | 0.849 | 30.349 | 51.816 | -73 | -71 | -68 | -78 | -74 | -78 | -74 | -74 |
| C | 1725941385.171 | 74.718 | 19.109 | 51.816 | -74 | -72 | -59 | -73 | -63 | -81 | -71 | -67 |
| D | 1725941074.141 | 28.868 | 124.423 | 51.816 | -77 | -74 | -100 | -77 | -81 | -59 | -74 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940923.155
- **Target RSSI fingerprint:** [-73, -100, -100, -76, -100, -74, -100, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.151538200757614,
60.366950035095215,
51.816
] | 4 |
34,159 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691854.140 | 202.932 | 60.831 | 51.816 | -75 | -87 | -83 | -100 | -75 | -85 | -74 | -72 |
| B | 1723691687.153 | 120.570 | 58.111 | 51.816 | -100 | -83 | -82 | -77 | -68 | -80 | -81 | -68 |
| C | 1723691989.162 | 5.944 | 75.787 | 51.816 | -100 | -100 | -98 | -86 | -100 | -100 | -100 | -104 |
| D | 1723691329.275 | 193.592 | 53.838 | 51.816 | -80 | -100 | -78 | -79 | -86 | -83 | -84 | -81 |
| E | 1723691612.176 | 156.232 | 57.248 | 51.816 | -80 | -82 | -84 | -77 | -78 | -78 | -77 | -78 |
| F | 1723691817.156 | 174.063 | 77.459 | 51.816 | -82 | -78 | -82 | -77 | -78 | -78 | -79 | -78 |
| G | 1723691408.138 | 146.043 | 47.176 | 51.816 | -100 | -76 | -81 | -76 | -100 | -77 | -74 | -81 |
| H | 1723691279.131 | 140.099 | 31.597 | 51.816 | -100 | -80 | -82 | -78 | -68 | -72 | -81 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691280.138
- **Target RSSI fingerprint:** [-100, -80, -81, -78, -69, -81, -81, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.4010034479177,
35.45845031738281,
51.816
] | 8 |
38,656 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123521.162 | 99.343 | 73.651 | 60.960 | -83 | -80 | -74 | -82 | -77 | -78 | -76 | -72 |
| B | 1724123337.120 | 91.701 | 86.735 | 60.960 | -76 | -75 | -83 | -83 | -78 | -69 | -73 | -65 |
| C | 1724123364.125 | 86.607 | 27.138 | 60.960 | -76 | -83 | -81 | -84 | -77 | -77 | -69 | -63 |
| D | 1724123281.158 | 96.796 | 58.788 | 60.960 | -71 | -86 | -80 | -83 | -75 | -70 | -68 | -61 |
| E | 1724123051.126 | 8.491 | 55.152 | 60.960 | -77 | -65 | -100 | -60 | -77 | -72 | -76 | -76 |
| F | 1724123216.106 | 30.567 | 52.007 | 60.960 | -100 | -81 | -77 | -80 | -79 | -78 | -68 | -66 |
| G | 1724123098.183 | 102.739 | 61.349 | 60.960 | -75 | -81 | -78 | -80 | -76 | -76 | -75 | -63 |
| H | 1724123171.159 | 107.834 | 58.297 | 60.960 | -72 | -77 | -70 | -77 | -76 | -71 | -69 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123095.125
- **Target RSSI fingerprint:** [-87, -83, -78, -82, -76, -86, -81, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53207321657369,
50.37435531616211,
60.96
] | 8 |
22,438 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941132.162 | 10.189 | 72.576 | 51.816 | -78 | -58 | -75 | -81 | -68 | -73 | -76 | -65 |
| B | 1725940939.147 | 8.491 | 65.357 | 51.816 | -80 | -74 | -78 | -77 | -72 | -73 | -66 | -63 |
| C | 1725941015.165 | 61.982 | 65.556 | 51.816 | -80 | -79 | -76 | -79 | -78 | -77 | -78 | -63 |
| D | 1725941017.150 | 59.435 | 54.090 | 51.816 | -75 | -81 | -74 | -79 | -76 | -76 | -76 | -61 |
| E | 1725941341.165 | 5.094 | 55.430 | 51.816 | -77 | -76 | -78 | -77 | -75 | -69 | -74 | -64 |
| F | 1725940886.163 | 78.963 | 77.539 | 51.816 | -68 | -83 | -78 | -75 | -75 | -78 | -75 | -66 |
| G | 1725940973.165 | 96.794 | 14.305 | 51.816 | -100 | -82 | -81 | -76 | -73 | -67 | -64 | -69 |
| H | 1725941393.148 | 44.152 | 28.478 | 51.816 | -79 | -85 | -78 | -76 | -68 | -65 | -64 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941278.137
- **Target RSSI fingerprint:** [-66, -60, -78, -70, -100, -100, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.358993862179524,
115.57172298431396,
51.816
] | 8 |
20,192 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999663.213 | 75.567 | 185.361 | 42.672 | -90 | -92 | -85 | -76 | -91 | -77 | -71 | -91 |
| B | 1731999642.213 | 84.057 | 153.552 | 42.672 | -88 | -86 | -90 | -82 | -74 | -73 | -80 | -75 |
| C | 1732000148.206 | 142.643 | 119.009 | 42.672 | -82 | -84 | -83 | -78 | -78 | -76 | -64 | -76 |
| D | 1732000151.234 | 130.756 | 108.724 | 42.672 | -87 | -86 | -84 | -100 | -78 | -77 | -62 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999763.211
- **Target RSSI fingerprint:** [-80, -79, -76, -84, -77, -76, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219471641914,
79.13126468658447,
42.672000000000004
] | 4 |
5,587 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841315.165 | 108.680 | 160.651 | 60.960 | -77 | -77 | -83 | -81 | -72 | -77 | -73 | -74 |
| B | 1722841239.171 | 30.566 | 103.217 | 60.960 | -81 | -80 | -82 | -85 | -72 | -79 | -67 | -79 |
| C | 1722841306.153 | 133.303 | 120.296 | 60.960 | -79 | -77 | -77 | -75 | -84 | -80 | -75 | -75 |
| D | 1722841349.191 | 15.283 | 126.692 | 60.960 | -80 | -83 | -83 | -76 | -76 | -75 | -77 | -74 |
| E | 1722840971.147 | 80.661 | 125.432 | 60.960 | -84 | -84 | -83 | -76 | -77 | -73 | -72 | -75 |
| F | 1722841181.151 | 99.340 | 140.799 | 60.960 | -83 | -83 | -78 | -78 | -75 | -83 | -71 | -71 |
| G | 1722841001.162 | 134.152 | 114.576 | 60.960 | -85 | -72 | -81 | -82 | -88 | -73 | -89 | -74 |
| H | 1722840918.148 | 88.303 | 192.235 | 60.960 | -90 | -80 | -83 | -85 | -88 | -81 | -85 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841142.161
- **Target RSSI fingerprint:** [-78, -82, -78, -74, -77, -74, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377501228875772,
132.06680297851562,
60.96
] | 8 |
20,663 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999761.257 | 78.114 | 71.580 | 42.672 | -82 | -76 | -82 | -74 | -81 | -73 | -81 | -88 |
| B | 1731999779.255 | 22.076 | 131.961 | 42.672 | -83 | -84 | -76 | -78 | -81 | -78 | -77 | -88 |
| C | 1731999776.227 | 25.472 | 128.908 | 42.672 | -80 | -85 | -76 | -74 | -74 | -75 | -72 | -75 |
| D | 1731999849.237 | 112.076 | 181.340 | 42.672 | -83 | -90 | -90 | -78 | -85 | -78 | -85 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999784.235
- **Target RSSI fingerprint:** [-84, -89, -86, -81, -82, -82, -80, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226564673620224,
133.32748889923096,
42.672000000000004
] | 4 |
42,765 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696590.151 | 97.645 | 57.315 | 42.672 | -80 | -81 | -77 | -82 | -77 | -76 | -82 | -72 |
| B | 1723696908.152 | 33.114 | 19.507 | 42.672 | -100 | -80 | -71 | -80 | -100 | -100 | -82 | -81 |
| C | 1723696745.155 | 116.325 | 39.148 | 42.672 | -74 | -85 | -78 | -66 | -74 | -82 | -70 | -87 |
| D | 1723696587.142 | 110.381 | 63.034 | 42.672 | -81 | -88 | -81 | -83 | -81 | -84 | -83 | -84 |
| E | 1723696764.151 | 110.381 | 61.110 | 42.672 | -82 | -79 | -75 | -77 | -80 | -81 | -77 | -80 |
| F | 1723696736.171 | 75.569 | 18.499 | 42.672 | -100 | -83 | -77 | -70 | -73 | -70 | -72 | -69 |
| G | 1723696388.141 | 87.456 | 22.626 | 42.672 | -100 | -78 | -77 | -68 | -73 | -72 | -70 | -67 |
| H | 1723696860.149 | 71.323 | 42.664 | 42.672 | -78 | -81 | -77 | -71 | -70 | -67 | -68 | -70 |
| I | 1723696528.159 | 26.322 | 51.038 | 42.672 | -77 | -82 | -75 | -100 | -79 | -72 | -78 | -63 |
| J | 1723696776.161 | 59.436 | 36.905 | 42.672 | -78 | -82 | -76 | -83 | -78 | -76 | -82 | -64 |
| K | 1723696757.150 | 116.325 | 57.912 | 42.672 | -74 | -83 | -100 | -77 | -68 | -69 | -74 | -79 |
| L | 1723696629.143 | 45.851 | 61.389 | 42.672 | -71 | -74 | -100 | -78 | -72 | -69 | -69 | -67 |
| M | 1723696656.133 | 124.816 | 52.697 | 42.672 | -78 | -74 | -73 | -69 | -77 | -74 | -70 | -100 |
| N | 1723696800.268 | 22.076 | 49.698 | 42.672 | -71 | -77 | -100 | -85 | -77 | -74 | -73 | -69 |
| O | 1723696740.148 | 93.399 | 27.337 | 42.672 | -75 | -84 | -78 | -67 | -75 | -72 | -70 | -72 |
| P | 1723696672.130 | 91.701 | 23.462 | 42.672 | -76 | -84 | -77 | -80 | -81 | -73 | -80 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696721.152
- **Target RSSI fingerprint:** [-100, -81, -71, -84, -83, -100, -84, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75612035510109,
5.560288429260254,
42.672000000000004
] | 16 |
11,689 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003158.148 | 108.680 | 11.267 | 51.816 | -77 | -67 | -70 | -71 | -74 | -100 | -69 | -62 |
| B | 1723002927.147 | 50.095 | 10.895 | 51.816 | -83 | -87 | -86 | -86 | -75 | -81 | -72 | -71 |
| C | 1723002903.150 | 6.792 | 72.178 | 51.816 | -78 | -74 | -79 | -77 | -78 | -67 | -71 | -100 |
| D | 1723002916.249 | 25.472 | 11.187 | 51.816 | -82 | -76 | -80 | -74 | -73 | -71 | -72 | -80 |
| E | 1723003274.167 | 135.001 | 9.568 | 51.816 | -79 | -79 | -81 | -83 | -78 | -81 | -71 | -83 |
| F | 1723003466.200 | 109.529 | 95.149 | 51.816 | -83 | -87 | -82 | -85 | -84 | -75 | -68 | -63 |
| G | 1723002923.169 | 29.717 | 10.404 | 51.816 | -82 | -86 | -84 | -85 | -74 | -81 | -71 | -68 |
| H | 1723003482.156 | 106.982 | 66.816 | 51.816 | -84 | -79 | -81 | -80 | -78 | -69 | -69 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003586.156
- **Target RSSI fingerprint:** [-100, -101, -103, -88, -105, -95, -100, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497731347383,
0.43792247772216797,
51.816
] | 8 |
38,887 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123361.126 | 101.890 | 35.896 | 60.960 | -81 | -76 | -77 | -82 | -77 | -78 | -67 | -62 |
| B | 1724123159.143 | 88.305 | 88.898 | 60.960 | -82 | -79 | -84 | -86 | -77 | -70 | -74 | -65 |
| C | 1724123522.155 | 101.890 | 69.218 | 60.960 | -82 | -74 | -74 | -81 | -77 | -76 | -74 | -70 |
| D | 1724123174.136 | 113.778 | 47.800 | 60.960 | -84 | -72 | -84 | -86 | -77 | -73 | -73 | -71 |
| E | 1724123074.140 | 55.191 | 16.309 | 60.960 | -83 | -78 | -81 | -75 | -77 | -77 | -79 | -67 |
| F | 1724123588.123 | 27.171 | 8.082 | 60.960 | -76 | -83 | -78 | -75 | -74 | -78 | -79 | -76 |
| G | 1724123400.166 | 9.340 | 41.443 | 60.960 | -82 | -89 | -83 | -73 | -79 | -80 | -82 | -66 |
| H | 1724123165.141 | 91.701 | 84.519 | 60.960 | -83 | -85 | -82 | -82 | -81 | -80 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123085.134
- **Target RSSI fingerprint:** [-81, -73, -83, -80, -75, -75, -70, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73938650546835,
40.434842109680176,
60.96
] | 8 |
34,579 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130354.135 | 104.438 | 23.144 | 60.960 | -100 | -100 | -100 | -73 | -78 | -71 | -66 | -74 |
| B | 1724130097.123 | 79.814 | 78.614 | 60.960 | -78 | -83 | -86 | -78 | -79 | -75 | -67 | -62 |
| C | 1724129801.131 | 39.907 | 52.498 | 60.960 | -77 | -76 | -76 | -75 | -74 | -76 | -75 | -70 |
| D | 1724129987.303 | 102.739 | 22.321 | 60.960 | -75 | -84 | -80 | -76 | -77 | -71 | -73 | -67 |
| E | 1724130300.141 | 36.511 | 37.383 | 60.960 | -73 | -76 | -77 | -75 | -75 | -77 | -74 | -71 |
| F | 1724130050.144 | 101.890 | 21.737 | 60.960 | -75 | -74 | -73 | -76 | -75 | -77 | -75 | -70 |
| G | 1724130106.133 | 38.209 | 56.333 | 60.960 | -79 | -85 | -85 | -79 | -79 | -75 | -74 | -65 |
| H | 1724129886.151 | 145.194 | 42.651 | 60.960 | -100 | -85 | -83 | -81 | -80 | -68 | -81 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130338.143
- **Target RSSI fingerprint:** [-75, -77, -79, -77, -78, -77, -70, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79736104520052,
51.31655216217041,
60.96
] | 8 |
5,385 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999647.147 | 71.321 | 47.335 | 42.672 | -81 | -82 | -88 | -85 | -82 | -82 | -65 | -88 |
| B | 1722999725.163 | 139.246 | 35.578 | 42.672 | -83 | -78 | -81 | -66 | -66 | -70 | -100 | -71 |
| C | 1723000120.146 | 5.094 | 72.257 | 42.672 | -87 | -87 | -89 | -88 | -89 | -92 | -100 | -79 |
| D | 1722999576.135 | 10.189 | 52.033 | 42.672 | -100 | -83 | -74 | -83 | -79 | -81 | -73 | -69 |
| E | 1722999487.141 | 137.548 | 91.513 | 42.672 | -77 | -86 | -90 | -83 | -79 | -83 | -83 | -82 |
| F | 1723000085.170 | 128.208 | 50.826 | 42.672 | -81 | -79 | -83 | -67 | -70 | -69 | -100 | -82 |
| G | 1722999968.154 | 97.642 | 12.899 | 42.672 | -82 | -88 | -89 | -83 | -83 | -80 | -79 | -89 |
| H | 1722999385.132 | 70.472 | 2.389 | 42.672 | -94 | -96 | -94 | -95 | -92 | -91 | -90 | -91 |
| I | 1722999569.140 | 1.698 | 84.028 | 42.672 | -88 | -83 | -79 | -81 | -80 | -80 | -100 | -70 |
| J | 1723000117.162 | 9.340 | 57.142 | 42.672 | -91 | -90 | -87 | -85 | -86 | -91 | -77 | -81 |
| K | 1723000116.141 | 11.038 | 52.710 | 42.672 | -89 | -91 | -85 | -91 | -92 | -89 | -77 | -80 |
| L | 1722999689.161 | 51.793 | 92.786 | 42.672 | -86 | -81 | -82 | -84 | -87 | -82 | -81 | -68 |
| M | 1722999786.183 | 11.038 | 87.903 | 42.672 | -85 | -90 | -86 | -85 | -84 | -84 | -73 | -91 |
| N | 1723000083.137 | 135.001 | 51.821 | 42.672 | -86 | -88 | -87 | -87 | -90 | -87 | -75 | -86 |
| O | 1722999878.139 | 41.604 | 48.039 | 42.672 | -81 | -85 | -88 | -84 | -81 | -81 | -67 | -88 |
| P | 1722999636.143 | 126.510 | 50.149 | 42.672 | -82 | -85 | -89 | -71 | -76 | -76 | -79 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999531.133
- **Target RSSI fingerprint:** [-89, -85, -78, -85, -83, -80, -79, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41560050259366,
32.18066692352295,
42.672000000000004
] | 16 |
38,635 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691665.131 | 163.874 | 14.252 | 51.816 | -88 | -75 | -83 | -100 | -83 | -78 | -72 | -75 |
| B | 1723691381.126 | 146.043 | 87.001 | 51.816 | -83 | -77 | -85 | -77 | -85 | -79 | -70 | -78 |
| C | 1723691793.134 | 121.419 | 65.264 | 51.816 | -85 | -84 | -83 | -83 | -81 | -84 | -84 | -80 |
| D | 1723691518.128 | 177.459 | 75.853 | 51.816 | -85 | -79 | -83 | -100 | -74 | -80 | -75 | -81 |
| E | 1723691712.146 | 165.572 | 99.262 | 51.816 | -79 | -78 | -83 | -84 | -73 | -77 | -74 | -79 |
| F | 1723691857.134 | 191.893 | 48.808 | 51.816 | -86 | -76 | -86 | -100 | -86 | -79 | -71 | -72 |
| G | 1723691706.138 | 160.477 | 107.609 | 51.816 | -82 | -77 | -78 | -73 | -75 | -81 | -76 | -78 |
| H | 1723691681.138 | 134.156 | 30.495 | 51.816 | -75 | -100 | -78 | -77 | -78 | -68 | -81 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691333.227
- **Target RSSI fingerprint:** [-100, -81, -83, -77, -78, -78, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
202.93153266289772,
65.4893159866333,
51.816
] | 8 |
36,539 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691814.156 | 163.024 | 67.374 | 51.816 | -82 | -82 | -76 | -81 | -78 | -78 | -76 | -76 |
| B | 1723691297.156 | 131.608 | 79.941 | 51.816 | -84 | -83 | -73 | -100 | -76 | -81 | -79 | -77 |
| C | 1723691773.132 | 174.912 | 113.462 | 51.816 | -79 | -86 | -80 | -76 | -86 | -80 | -78 | -77 |
| D | 1723691823.149 | 196.988 | 97.245 | 51.816 | -82 | -82 | -73 | -80 | -74 | -81 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691531.141
- **Target RSSI fingerprint:** [-86, -83, -78, -77, -86, -82, -78, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
194.4406735556635,
55.045528411865234,
51.816
] | 4 |
5,354 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999910.136 | 28.019 | 92.043 | 42.672 | -81 | -88 | -87 | -77 | -82 | -86 | -81 | -67 |
| B | 1722999529.158 | 78.114 | 22.918 | 42.672 | -86 | -88 | -86 | -76 | -88 | -88 | -76 | -71 |
| C | 1723000061.147 | 122.265 | 16.004 | 42.672 | -82 | -74 | -75 | -76 | -75 | -71 | -79 | -69 |
| D | 1722999948.136 | 138.397 | 44.695 | 42.672 | -82 | -78 | -80 | -83 | -79 | -70 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999393.145
- **Target RSSI fingerprint:** [-103, -99, -98, -100, -94, -95, -98, -94]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41560050259366,
3.5697317123413086,
42.672000000000004
] | 4 |
37,982 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693201.174 | 129.061 | 40.660 | 60.960 | -100 | -80 | -71 | -76 | -100 | -80 | -77 | -75 |
| B | 1723693105.147 | 153.685 | 90.876 | 60.960 | -77 | -78 | -76 | -76 | -73 | -77 | -76 | -66 |
| C | 1723693114.153 | 162.175 | 96.038 | 60.960 | -74 | -71 | -100 | -73 | -79 | -78 | -75 | -73 |
| D | 1723693412.159 | 143.496 | 40.568 | 60.960 | -75 | -82 | -77 | -75 | -69 | -77 | -76 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693601.147
- **Target RSSI fingerprint:** [-100, -74, -71, -77, -100, -71, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.06105455098196,
37.395925521850586,
60.96
] | 4 |
10,834 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999812.233 | 101.888 | 109.879 | 42.672 | -79 | -85 | -81 | -84 | -83 | -84 | -71 | -72 |
| B | 1731999572.233 | 22.076 | 132.571 | 42.672 | -85 | -87 | -90 | -82 | -74 | -79 | -83 | -78 |
| C | 1731999773.219 | 34.812 | 118.292 | 42.672 | -84 | -89 | -89 | -79 | -75 | -75 | -83 | -75 |
| D | 1732000102.215 | 54.340 | 102.832 | 42.672 | -90 | -88 | -85 | -82 | -83 | -86 | -84 | -76 |
| E | 1732000018.229 | 106.982 | 106.641 | 42.672 | -82 | -87 | -88 | -85 | -80 | -78 | -79 | -75 |
| F | 1731999715.240 | 100.189 | 143.493 | 42.672 | -94 | -90 | -90 | -74 | -83 | -81 | -84 | -80 |
| G | 1731999976.217 | 39.906 | 111.113 | 42.672 | -86 | -86 | -84 | -87 | -84 | -79 | -84 | -75 |
| H | 1731999942.221 | 144.341 | 121.159 | 42.672 | -85 | -84 | -86 | -100 | -77 | -78 | -63 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000153.215
- **Target RSSI fingerprint:** [-86, -86, -74, -76, -74, -80, -63, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.2650125200525,
102.38096714019775,
42.672000000000004
] | 8 |
37,791 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723692890.160 | 6.793 | 67.586 | 60.960 | -100 | -100 | -95 | -100 | -83 | -100 | -98 | -72 |
| B | 1723693042.154 | 24.623 | 64.998 | 60.960 | -100 | -77 | -100 | -75 | -90 | -84 | -73 | -76 |
| C | 1723693440.155 | 223.310 | 93.185 | 60.960 | -81 | -80 | -71 | -85 | -86 | -83 | -80 | -84 |
| D | 1723693669.146 | 151.986 | 5.839 | 60.960 | -77 | -80 | -79 | -74 | -77 | -70 | -76 | -76 |
| E | 1723693390.155 | 119.721 | 64.176 | 60.960 | -81 | -80 | -76 | -77 | -80 | -71 | -79 | -68 |
| F | 1723693325.159 | 186.799 | 47.349 | 60.960 | -80 | -84 | -80 | -85 | -82 | -74 | -80 | -81 |
| G | 1723693323.150 | 182.553 | 56.174 | 60.960 | -79 | -80 | -68 | -82 | -100 | -74 | -75 | -100 |
| H | 1723693382.174 | 150.288 | 89.230 | 60.960 | -77 | -76 | -77 | -79 | -74 | -74 | -75 | -68 |
| I | 1723693172.156 | 187.648 | 118.850 | 60.960 | -78 | -72 | -85 | -80 | -77 | -75 | -77 | -77 |
| J | 1723693689.157 | 95.947 | 25.267 | 60.960 | -83 | -100 | -81 | -79 | -90 | -70 | -76 | -70 |
| K | 1723693536.149 | 199.535 | 54.024 | 60.960 | -75 | -82 | -83 | -80 | -62 | -78 | -75 | -64 |
| L | 1723693295.176 | 118.023 | 59.465 | 60.960 | -100 | -79 | -84 | -77 | -80 | -72 | -74 | -67 |
| M | 1723693118.151 | 169.817 | 78.945 | 60.960 | -78 | -76 | -70 | -84 | -82 | -78 | -79 | -80 |
| N | 1723693080.165 | 147.741 | 14.159 | 60.960 | -82 | -79 | -78 | -70 | -70 | -82 | -69 | -62 |
| O | 1723693114.153 | 162.175 | 96.038 | 60.960 | -73 | -71 | -78 | -74 | -79 | -100 | -75 | -73 |
| P | 1723693078.181 | 151.986 | 6.383 | 60.960 | -86 | -82 | -84 | -84 | -78 | -83 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693432.147
- **Target RSSI fingerprint:** [-80, -80, -77, -80, -67, -78, -78, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
217.36598661218014,
107.27773666381836,
60.96
] | 16 |
21,070 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006576.158 | 7.642 | 69.762 | 42.672 | -80 | -79 | -80 | -80 | -73 | -69 | -80 | -72 |
| B | 1723006898.158 | 14.434 | 56.824 | 42.672 | -83 | -79 | -73 | -73 | -74 | -74 | -78 | -69 |
| C | 1723006546.154 | 69.623 | 72.085 | 42.672 | -79 | -87 | -85 | -84 | -87 | -82 | -82 | -74 |
| D | 1723006630.136 | 151.133 | 24.617 | 42.672 | -90 | -89 | -92 | -89 | -88 | -81 | -81 | -85 |
| E | 1723006483.145 | 118.869 | 90.239 | 42.672 | -85 | -86 | -89 | -90 | -88 | -75 | -100 | -65 |
| F | 1723006566.160 | 5.943 | 78.879 | 42.672 | -82 | -86 | -87 | -81 | -79 | -73 | -79 | -76 |
| G | 1723006784.146 | 36.510 | 80.525 | 42.672 | -82 | -88 | -87 | -85 | -82 | -78 | -76 | -73 |
| H | 1723006360.165 | 28.868 | 37.529 | 42.672 | -78 | -81 | -72 | -75 | -71 | -66 | -100 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006750.150
- **Target RSSI fingerprint:** [-86, -77, -83, -86, -83, -100, -81, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215457283034,
5.401043891906738,
42.672000000000004
] | 8 |
16,740 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010260.148 | 142.642 | 5.255 | 60.960 | -84 | -92 | -89 | -73 | -77 | -87 | -61 | -68 |
| B | 1723009848.149 | 60.283 | 86.019 | 60.960 | -77 | -84 | -76 | -85 | -72 | -80 | -74 | -74 |
| C | 1723010280.132 | 89.152 | 30.628 | 60.960 | -83 | -89 | -86 | -77 | -77 | -69 | -80 | -76 |
| D | 1723010166.143 | 97.642 | 42.863 | 60.960 | -79 | -88 | -79 | -77 | -73 | -83 | -72 | -72 |
| E | 1723010173.141 | 63.680 | 42.545 | 60.960 | -88 | -86 | -81 | -80 | -82 | -76 | -69 | -70 |
| F | 1723010561.168 | 207.171 | 5.733 | 60.960 | -96 | -95 | -100 | -97 | -98 | -100 | -97 | -94 |
| G | 1723010105.152 | 35.661 | 24.497 | 60.960 | -77 | -76 | -73 | -71 | -79 | -73 | -76 | -64 |
| H | 1723010244.155 | 146.039 | 40.156 | 60.960 | -83 | -69 | -81 | -75 | -75 | -73 | -79 | -77 |
| I | 1723009762.164 | 189.341 | 28.571 | 60.960 | -83 | -80 | -85 | -72 | -79 | -78 | -75 | -78 |
| J | 1723010071.143 | 64.529 | 86.669 | 60.960 | -73 | -70 | -71 | -73 | -66 | -75 | -100 | -68 |
| K | 1723009815.138 | 112.925 | 6.025 | 60.960 | -85 | -87 | -76 | -75 | -77 | -79 | -73 | -69 |
| L | 1723009833.144 | 81.510 | 48.968 | 60.960 | -85 | -85 | -87 | -86 | -86 | -69 | -79 | -82 |
| M | 1723010340.164 | 52.642 | 7.524 | 60.960 | -83 | -78 | -85 | -79 | -75 | -71 | -69 | -76 |
| N | 1723009947.150 | 68.774 | 44.642 | 60.960 | -85 | -86 | -81 | -79 | -81 | -77 | -69 | -71 |
| O | 1723009759.151 | 200.379 | 16.429 | 60.960 | -81 | -77 | -85 | -83 | -81 | -81 | -76 | -86 |
| P | 1723010191.143 | 13.585 | 59.849 | 60.960 | -80 | -77 | -76 | -86 | -73 | -69 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010374.162
- **Target RSSI fingerprint:** [-91, -82, -89, -86, -83, -77, -69, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.03870097730606,
40.474653244018555,
60.96
] | 16 |
29,587 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696269.135 | 10.189 | 57.487 | 42.672 | -97 | -100 | -100 | -100 | -106 | -101 | -81 | -94 |
| B | 1723696874.151 | 45.851 | 59.133 | 42.672 | -78 | -80 | -78 | -81 | -78 | -85 | -63 | -80 |
| C | 1723696891.163 | 27.171 | 26.501 | 42.672 | -80 | -71 | -76 | -79 | -73 | -82 | -74 | -73 |
| D | 1723696443.132 | 19.529 | 46.088 | 42.672 | -78 | -100 | -79 | -71 | -71 | -80 | -67 | -73 |
| E | 1723696860.149 | 71.323 | 42.664 | 42.672 | -81 | -77 | -78 | -70 | -67 | -71 | -70 | -68 |
| F | 1723696628.144 | 41.605 | 59.120 | 42.672 | -78 | -77 | -73 | -74 | -71 | -78 | -69 | -68 |
| G | 1723696780.150 | 40.756 | 28.677 | 42.672 | -81 | -78 | -77 | -81 | -76 | -81 | -63 | -80 |
| H | 1723696429.140 | 42.454 | 29.434 | 42.672 | -83 | -79 | -76 | -79 | -77 | -85 | -63 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696577.141
- **Target RSSI fingerprint:** [-75, -74, -72, -78, -78, -69, -100, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
121.41927522457199,
47.50795364379883,
42.672000000000004
] | 8 |
5,251 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010478.167 | 197.831 | 18.326 | 60.960 | -72 | -100 | -77 | -84 | -86 | -81 | -83 | -62 |
| B | 1723010103.150 | 30.566 | 33.733 | 60.960 | -77 | -65 | -74 | -81 | -72 | -63 | -76 | -76 |
| C | 1723009969.134 | 5.094 | 78.295 | 60.960 | -81 | -84 | -78 | -82 | -82 | -75 | -65 | -83 |
| D | 1723010268.152 | 101.887 | 4.937 | 60.960 | -89 | -75 | -87 | -82 | -79 | -73 | -86 | -72 |
| E | 1723010041.158 | 106.133 | 7.246 | 60.960 | -100 | -78 | -100 | -72 | -74 | -70 | -78 | -67 |
| F | 1723009841.164 | 67.925 | 85.302 | 60.960 | -85 | -75 | -79 | -86 | -78 | -80 | -68 | -75 |
| G | 1723009911.158 | 148.586 | 8.679 | 60.960 | -77 | -100 | -78 | -82 | -85 | -85 | -80 | -60 |
| H | 1723009897.142 | 84.057 | 6.675 | 60.960 | -78 | -79 | -75 | -86 | -81 | -80 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009830.155
- **Target RSSI fingerprint:** [-86, -71, -82, -84, -80, -80, -69, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60434592840244,
34.99398708343506,
60.96
] | 8 |
31,407 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123429.128 | 63.681 | 19.043 | 60.960 | -79 | -79 | -82 | -82 | -78 | -77 | -71 | -67 |
| B | 1724123406.137 | 12.736 | 39.214 | 60.960 | -100 | -81 | -76 | -74 | -78 | -79 | -86 | -76 |
| C | 1724123051.126 | 8.491 | 55.152 | 60.960 | -72 | -100 | -65 | -72 | -60 | -77 | -76 | -76 |
| D | 1724123156.146 | 78.116 | 82.714 | 60.960 | -77 | -78 | -74 | -72 | -80 | -74 | -71 | -67 |
| E | 1724123202.155 | 56.040 | 46.738 | 60.960 | -80 | -85 | -80 | -100 | -74 | -77 | -79 | -65 |
| F | 1724123295.137 | 37.360 | 28.677 | 60.960 | -82 | -81 | -84 | -81 | -80 | -79 | -71 | -65 |
| G | 1724123152.134 | 60.285 | 73.425 | 60.960 | -83 | -82 | -85 | -80 | -81 | -78 | -76 | -67 |
| H | 1724123168.126 | 100.192 | 71.766 | 60.960 | -82 | -72 | -82 | -76 | -81 | -76 | -74 | -72 |
| I | 1724123591.132 | 30.567 | 0.000 | 60.960 | -81 | -79 | -78 | -78 | -73 | -77 | -75 | -76 |
| J | 1724123159.143 | 88.305 | 88.898 | 60.960 | -81 | -84 | -82 | -70 | -86 | -77 | -74 | -65 |
| K | 1724123185.131 | 92.550 | 31.159 | 60.960 | -84 | -73 | -81 | -75 | -81 | -76 | -67 | -61 |
| L | 1724123284.145 | 84.909 | 52.975 | 60.960 | -80 | -75 | -81 | -73 | -77 | -76 | -68 | -61 |
| M | 1724123506.140 | 64.531 | 74.380 | 60.960 | -81 | -81 | -82 | -77 | -81 | -76 | -77 | -67 |
| N | 1724123436.151 | 93.399 | 34.901 | 60.960 | -83 | -83 | -83 | -78 | -84 | -76 | -75 | -68 |
| O | 1724123499.402 | 33.963 | 56.572 | 60.960 | -82 | -81 | -73 | -79 | -82 | -77 | -73 | -67 |
| P | 1724123584.132 | 19.529 | 25.917 | 60.960 | -78 | -77 | -76 | -76 | -67 | -78 | -85 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123502.142
- **Target RSSI fingerprint:** [-81, -81, -81, -80, -77, -74, -78, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.85063529996108,
64.3613338470459,
60.96
] | 16 |
44,689 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696419.139 | 87.456 | 49.844 | 42.672 | -75 | -75 | -82 | -77 | -100 | -75 | -100 | -62 |
| B | 1723696563.142 | 87.456 | 26.368 | 42.672 | -100 | -82 | -80 | -75 | -68 | -71 | -70 | -68 |
| C | 1723696915.149 | 18.680 | 52.882 | 42.672 | -100 | -75 | -75 | -100 | -76 | -78 | -71 | -82 |
| D | 1723696443.132 | 19.529 | 46.088 | 42.672 | -79 | -78 | -65 | -71 | -80 | -71 | -73 | -67 |
| E | 1723696913.160 | 22.925 | 43.527 | 42.672 | -100 | -75 | -73 | -100 | -75 | -75 | -70 | -77 |
| F | 1723696744.149 | 112.079 | 36.732 | 42.672 | -76 | -84 | -84 | -77 | -68 | -81 | -70 | -86 |
| G | 1723696890.160 | 25.473 | 31.278 | 42.672 | -78 | -78 | -76 | -77 | -87 | -76 | -74 | -73 |
| H | 1723696438.155 | 28.020 | 26.647 | 42.672 | -79 | -81 | -74 | -83 | -77 | -76 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696999.140
- **Target RSSI fingerprint:** [-100, -108, -105, -100, -100, -104, -103, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.2454292036563634,
57.062625885009766,
42.672000000000004
] | 8 |
2,929 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006568.158 | 0.849 | 78.733 | 42.672 | -80 | -83 | -84 | -76 | -82 | -66 | -77 | -73 |
| B | 1723006330.145 | 63.680 | 83.351 | 42.672 | -82 | -100 | -81 | -81 | -75 | -74 | -73 | -72 |
| C | 1723006565.161 | 11.038 | 78.866 | 42.672 | -88 | -82 | -86 | -78 | -88 | -72 | -79 | -76 |
| D | 1723006293.156 | 141.793 | 4.605 | 42.672 | -77 | -83 | -76 | -80 | -84 | -84 | -80 | -82 |
| E | 1723006653.136 | 74.717 | 39.400 | 42.672 | -91 | -85 | -87 | -82 | -88 | -79 | -74 | -68 |
| F | 1723006452.147 | 4.245 | 71.939 | 42.672 | -87 | -85 | -82 | -77 | -88 | -74 | -83 | -81 |
| G | 1723006619.165 | 155.378 | 8.360 | 42.672 | -86 | -73 | -87 | -84 | -72 | -83 | -82 | -84 |
| H | 1723006965.141 | 203.775 | 9.780 | 42.672 | -78 | -77 | -73 | -78 | -70 | -100 | -63 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006392.166
- **Target RSSI fingerprint:** [-90, -73, -84, -85, -71, -85, -81, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.18963853873032,
7.112922668457031,
42.672000000000004
] | 8 |
17,244 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004938.164 | 123.963 | 47.561 | 60.960 | -89 | -85 | -88 | -76 | -85 | -79 | -85 | -63 |
| B | 1723004929.131 | 129.057 | 38.219 | 60.960 | -86 | -81 | -86 | -72 | -77 | -76 | -76 | -68 |
| C | 1723004741.140 | 16.132 | 45.199 | 60.960 | -87 | -71 | -80 | -73 | -90 | -74 | -88 | -71 |
| D | 1723004403.139 | 72.170 | 42.996 | 60.960 | -82 | -86 | -86 | -82 | -77 | -79 | -75 | -71 |
| E | 1723004472.152 | 88.302 | 13.098 | 60.960 | -76 | -78 | -83 | -76 | -80 | -68 | -71 | -60 |
| F | 1723004534.163 | 5.094 | 67.812 | 60.960 | -84 | -89 | -73 | -84 | -74 | -88 | -79 | -77 |
| G | 1723004660.135 | 5.094 | 63.353 | 60.960 | -76 | -74 | -75 | -75 | -76 | -74 | -72 | -81 |
| H | 1723004681.181 | 38.208 | 11.041 | 60.960 | -75 | -82 | -76 | -85 | -78 | -84 | -72 | -61 |
| I | 1723004684.141 | 53.491 | 11.452 | 60.960 | -78 | -77 | -77 | -74 | -75 | -73 | -73 | -58 |
| J | 1723004645.150 | 17.830 | 85.806 | 60.960 | -87 | -83 | -85 | -80 | -89 | -83 | -88 | -72 |
| K | 1723004619.147 | 73.868 | 38.471 | 60.960 | -86 | -82 | -77 | -83 | -85 | -77 | -77 | -70 |
| L | 1723004747.137 | 11.038 | 46.314 | 60.960 | -84 | -79 | -84 | -82 | -81 | -76 | -84 | -75 |
| M | 1723004781.142 | 101.038 | 91.858 | 60.960 | -84 | -86 | -85 | -87 | -82 | -85 | -70 | -64 |
| N | 1723004805.148 | 132.454 | 28.744 | 60.960 | -80 | -80 | -78 | -81 | -66 | -79 | -70 | -66 |
| O | 1723004804.135 | 132.454 | 33.786 | 60.960 | -83 | -84 | -79 | -84 | -67 | -84 | -73 | -67 |
| P | 1723004690.142 | 84.906 | 12.089 | 60.960 | -76 | -80 | -83 | -78 | -79 | -68 | -72 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004986.146
- **Target RSSI fingerprint:** [-79, -87, -79, -82, -77, -85, -70, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.16999088489772,
89.24329280853271,
60.96
] | 16 |
44,386 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123357.141 | 116.325 | 44.588 | 60.960 | -78 | -82 | -84 | -79 | -79 | -77 | -83 | -75 |
| B | 1724123448.136 | 107.834 | 50.281 | 60.960 | -74 | -100 | -84 | -78 | -78 | -81 | -83 | -69 |
| C | 1724123373.134 | 69.625 | 20.118 | 60.960 | -79 | -80 | -81 | -81 | -80 | -75 | -81 | -87 |
| D | 1724123230.142 | 16.133 | 30.509 | 60.960 | -100 | -78 | -73 | -77 | -75 | -79 | -76 | -79 |
| E | 1724123323.191 | 35.662 | 56.917 | 60.960 | -77 | -82 | -71 | -75 | -76 | -71 | -78 | -71 |
| F | 1724123378.134 | 60.285 | 39.373 | 60.960 | -73 | -83 | -82 | -79 | -81 | -77 | -79 | -66 |
| G | 1724123346.154 | 102.739 | 69.338 | 60.960 | -80 | -73 | -81 | -77 | -76 | -74 | -82 | -72 |
| H | 1724123509.149 | 78.116 | 81.507 | 60.960 | -79 | -82 | -81 | -75 | -77 | -74 | -83 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123584.132
- **Target RSSI fingerprint:** [-100, -77, -76, -78, -76, -85, -67, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.52897429442787,
25.917048454284668,
60.96
] | 8 |
14,580 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828707.148 | 121.416 | 58.682 | 42.672 | -87 | -82 | -88 | -81 | -79 | -76 | -75 | -79 |
| B | 1722828748.171 | 37.359 | 85.475 | 42.672 | -95 | -91 | -75 | -84 | -80 | -86 | -71 | -77 |
| C | 1722828631.153 | 79.812 | 16.920 | 42.672 | -95 | -97 | -81 | -81 | -81 | -90 | -67 | -77 |
| D | 1722828589.168 | 62.831 | 63.618 | 42.672 | -90 | -91 | -91 | -87 | -85 | -79 | -88 | -74 |
| E | 1722828668.161 | 12.736 | 69.709 | 42.672 | -87 | -88 | -89 | -86 | -81 | -76 | -80 | -79 |
| F | 1722828732.149 | 73.868 | 118.916 | 42.672 | -97 | -98 | -78 | -82 | -79 | -92 | -79 | -80 |
| G | 1722828967.166 | 13.585 | 52.657 | 42.672 | -79 | -86 | -89 | -86 | -86 | -75 | -88 | -74 |
| H | 1722829119.159 | 70.472 | 0.133 | 42.672 | -96 | -85 | -100 | -100 | -99 | -92 | -100 | -97 |
| I | 1722828865.154 | 14.434 | 69.975 | 42.672 | -87 | -85 | -89 | -89 | -82 | -77 | -86 | -78 |
| J | 1722828852.150 | 6.793 | 50.361 | 42.672 | -80 | -86 | -86 | -82 | -82 | -75 | -84 | -77 |
| K | 1722828804.135 | 108.680 | 84.758 | 42.672 | -95 | -85 | -79 | -83 | -93 | -93 | -69 | -78 |
| L | 1722828499.162 | 97.642 | 34.025 | 42.672 | -92 | -77 | -84 | -87 | -81 | -83 | -79 | -77 |
| M | 1722829084.153 | 63.680 | 8.573 | 42.672 | -90 | -85 | -81 | -80 | -81 | -85 | -88 | -79 |
| N | 1722829040.152 | 65.378 | 9.183 | 42.672 | -77 | -85 | -88 | -77 | -82 | -73 | -81 | -76 |
| O | 1722828744.156 | 52.642 | 99.329 | 42.672 | -96 | -84 | -81 | -82 | -79 | -84 | -87 | -77 |
| P | 1722828633.146 | 72.170 | 10.762 | 42.672 | -93 | -88 | -88 | -79 | -90 | -85 | -81 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828572.153
- **Target RSSI fingerprint:** [-80, -86, -89, -86, -84, -75, -88, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132188677073174,
45.06620407104492,
42.672000000000004
] | 16 |
22,118 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937864.175 | 59.435 | 47.243 | 30.480 | -83 | -82 | -78 | -77 | -84 | -64 | -80 | -68 |
| B | 1725937974.143 | 85.756 | 27.855 | 30.480 | -86 | -82 | -79 | -77 | -83 | -61 | -83 | -77 |
| C | 1725937720.139 | 76.416 | 74.142 | 30.480 | -81 | -83 | -77 | -69 | -83 | -70 | -78 | -75 |
| D | 1725938127.161 | 7.642 | 66.232 | 30.480 | -79 | -76 | -100 | -100 | -60 | -65 | -47 | -57 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937604.138
- **Target RSSI fingerprint:** [-85, -83, -77, -77, -85, -61, -80, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09561673579921,
19.812674522399902,
30.48
] | 4 |
26,954 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937654.141 | 34.812 | 12.288 | 30.480 | -75 | -81 | -83 | -80 | -79 | -84 | -74 | -78 |
| B | 1725937719.154 | 73.020 | 77.273 | 30.480 | -78 | -82 | -82 | -82 | -78 | -68 | -80 | -75 |
| C | 1725937690.147 | 16.132 | 107.716 | 30.480 | -100 | -71 | -72 | -72 | -78 | -67 | -52 | -60 |
| D | 1725937913.165 | 11.038 | 93.357 | 30.480 | -100 | -83 | -78 | -79 | -100 | -66 | -49 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938068.159
- **Target RSSI fingerprint:** [-76, -78, -76, -73, -74, -75, -69, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15214068981176,
52.16585636138916,
30.48
] | 4 |
41,705 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698479.159 | 11.038 | 61.442 | 51.816 | -71 | -76 | -70 | -100 | -67 | -100 | -78 | -71 |
| B | 1723698020.140 | 67.078 | 75.110 | 51.816 | -77 | -80 | -82 | -74 | -81 | -75 | -74 | -72 |
| C | 1723698455.142 | 29.718 | 19.255 | 51.816 | -78 | -79 | -76 | -77 | -71 | -79 | -81 | -73 |
| D | 1723698374.137 | 76.418 | 80.273 | 51.816 | -74 | -79 | -78 | -75 | -76 | -74 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698154.153
- **Target RSSI fingerprint:** [-100, -83, -77, -78, -77, -71, -73, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
88.30492780274778,
54.80666160583496,
51.816
] | 4 |
43,622 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691664.136 | 167.270 | 18.114 | 51.816 | -90 | -100 | -83 | -80 | -83 | -74 | -77 | -73 |
| B | 1723691449.154 | 224.159 | 81.613 | 51.816 | -83 | -100 | -85 | -78 | -87 | -74 | -78 | -80 |
| C | 1723691333.227 | 202.932 | 65.489 | 51.816 | -74 | -77 | -83 | -81 | -78 | -79 | -78 | -78 |
| D | 1723691331.132 | 197.837 | 59.544 | 51.816 | -74 | -75 | -100 | -81 | -76 | -81 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691723.137
- **Target RSSI fingerprint:** [-100, -100, -85, -76, -75, -100, -80, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
191.04432991276983,
54.26257610321045,
51.816
] | 4 |
15,262 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994776.224 | 11.887 | 60.619 | 51.816 | -77 | -79 | -75 | -85 | -82 | -75 | -70 | -75 |
| B | 1731994335.243 | 120.567 | 69.484 | 51.816 | -93 | -95 | -86 | -78 | -86 | -79 | -82 | -73 |
| C | 1731994447.221 | 69.623 | 19.547 | 51.816 | -91 | -91 | -82 | -80 | -77 | -74 | -78 | -75 |
| D | 1731994443.228 | 84.906 | 32.141 | 51.816 | -87 | -93 | -78 | -74 | -68 | -67 | -72 | -69 |
| E | 1731994470.224 | 5.943 | 55.125 | 51.816 | -75 | -62 | -77 | -84 | -79 | -89 | -73 | -79 |
| F | 1731994927.256 | 63.680 | 5.547 | 51.816 | -83 | -80 | -96 | -87 | -92 | -100 | -94 | -83 |
| G | 1731994246.222 | 59.434 | 8.573 | 51.816 | -79 | -100 | -84 | -86 | -91 | -72 | -88 | -83 |
| H | 1731994467.211 | 16.132 | 47.455 | 51.816 | -80 | -70 | -84 | -90 | -85 | -86 | -80 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994279.222
- **Target RSSI fingerprint:** [-79, -67, -87, -89, -84, -86, -83, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.94343814844198,
53.42654228210449,
51.816
] | 8 |
8,964 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833729.138 | 28.019 | 81.573 | 60.960 | -89 | -85 | -78 | -84 | -83 | -79 | -84 | -84 |
| B | 1722833659.205 | 45.849 | 85.222 | 60.960 | -84 | -81 | -87 | -81 | -88 | -84 | -72 | -78 |
| C | 1722833787.153 | 128.208 | 69.178 | 60.960 | -88 | -81 | -78 | -81 | -74 | -100 | -80 | -80 |
| D | 1722833771.158 | 90.001 | 81.029 | 60.960 | -88 | -87 | -82 | -84 | -89 | -78 | -76 | -77 |
| E | 1722833551.156 | 25.472 | 42.306 | 60.960 | -88 | -86 | -85 | -82 | -74 | -76 | -79 | -75 |
| F | 1722833795.157 | 129.058 | 60.486 | 60.960 | -90 | -80 | -72 | -84 | -73 | -85 | -83 | -78 |
| G | 1722833601.169 | 118.020 | 49.286 | 60.960 | -84 | -78 | -74 | -83 | -85 | -84 | -84 | -77 |
| H | 1722833668.172 | 79.812 | 55.324 | 60.960 | -82 | -89 | -89 | -85 | -84 | -81 | -73 | -80 |
| I | 1722833547.144 | 8.491 | 54.382 | 60.960 | -90 | -82 | -88 | -85 | -84 | -77 | -78 | -74 |
| J | 1722833761.137 | 51.793 | 47.548 | 60.960 | -82 | -93 | -100 | -100 | -100 | -77 | -78 | -79 |
| K | 1722833961.147 | 66.227 | 59.571 | 60.960 | -91 | -91 | -82 | -89 | -88 | -79 | -77 | -75 |
| L | 1722833808.154 | 73.868 | 11.758 | 60.960 | -100 | -87 | -84 | -81 | -86 | -83 | -80 | -85 |
| M | 1722833706.171 | 90.001 | 103.071 | 60.960 | -83 | -82 | -87 | -78 | -87 | -88 | -90 | -76 |
| N | 1722833877.174 | 103.586 | 38.444 | 60.960 | -89 | -91 | -84 | -80 | -72 | -79 | -82 | -88 |
| O | 1722833733.151 | 11.887 | 68.024 | 60.960 | -82 | -82 | -100 | -100 | -100 | -77 | -83 | -82 |
| P | 1722833983.162 | 125.661 | 69.099 | 60.960 | -85 | -81 | -86 | -81 | -83 | -88 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833431.151
- **Target RSSI fingerprint:** [-81, -93, -81, -77, -84, -74, -87, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.566252019330054,
37.42246627807617,
60.96
] | 16 |
28,801 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698424.151 | 61.983 | 54.555 | 51.816 | -82 | -75 | -78 | -73 | -78 | -77 | -69 | -69 |
| B | 1723698315.158 | 121.419 | 51.569 | 51.816 | -100 | -75 | -81 | -81 | -69 | -78 | -70 | -74 |
| C | 1723697996.148 | 28.869 | 26.780 | 51.816 | -72 | -80 | -80 | -80 | -80 | -81 | -75 | -68 |
| D | 1723698320.141 | 113.778 | 67.015 | 51.816 | -100 | -100 | -75 | -81 | -72 | -77 | -71 | -68 |
| E | 1723698348.149 | 27.171 | 25.957 | 51.816 | -73 | -78 | -83 | -82 | -77 | -83 | -76 | -67 |
| F | 1723698074.142 | 59.436 | 66.033 | 51.816 | -75 | -79 | -75 | -81 | -74 | -80 | -70 | -62 |
| G | 1723698423.163 | 64.531 | 49.618 | 51.816 | -76 | -100 | -74 | -62 | -77 | -74 | -69 | -67 |
| H | 1723698400.153 | 125.665 | 46.300 | 51.816 | -100 | -80 | -82 | -81 | -79 | -78 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698162.157
- **Target RSSI fingerprint:** [-74, -77, -79, -74, -74, -83, -74, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79423649968861,
37.037625312805176,
51.816
] | 8 |
28,530 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943468.155 | 93.397 | 24.537 | 60.960 | -78 | -77 | -76 | -76 | -77 | -77 | -74 | -69 |
| B | 1725943321.170 | 75.567 | 6.237 | 60.960 | -80 | -76 | -79 | -71 | -69 | -72 | -73 | -71 |
| C | 1725943231.177 | 44.152 | 93.848 | 60.960 | -72 | -75 | -71 | -74 | -73 | -78 | -67 | -68 |
| D | 1725943545.158 | 56.038 | 10.882 | 60.960 | -84 | -83 | -76 | -75 | -74 | -69 | -73 | -67 |
| E | 1725943487.150 | 10.189 | 63.087 | 60.960 | -82 | -83 | -77 | -77 | -77 | -76 | -72 | -66 |
| F | 1725943348.147 | 102.737 | 38.962 | 60.960 | -79 | -79 | -80 | -71 | -78 | -78 | -79 | -73 |
| G | 1725943318.149 | 61.133 | 9.289 | 60.960 | -84 | -82 | -77 | -74 | -71 | -71 | -70 | -70 |
| H | 1725943544.164 | 60.284 | 9.860 | 60.960 | -87 | -84 | -77 | -77 | -72 | -74 | -72 | -67 |
| I | 1725943309.173 | 16.981 | 16.960 | 60.960 | -81 | -79 | -78 | -76 | -74 | -72 | -72 | -72 |
| J | 1725943166.175 | 62.831 | 57.620 | 60.960 | -69 | -79 | -74 | -75 | -75 | -78 | -76 | -62 |
| K | 1725942915.171 | 43.302 | 19.680 | 60.960 | -77 | -75 | -75 | -76 | -75 | -71 | -70 | -81 |
| L | 1725943342.146 | 106.133 | 36.998 | 60.960 | -72 | -71 | -73 | -75 | -69 | -70 | -76 | -67 |
| M | 1725943353.154 | 85.756 | 55.046 | 60.960 | -79 | -85 | -81 | -68 | -79 | -74 | -77 | -80 |
| N | 1725943539.158 | 84.058 | 5.096 | 60.960 | -84 | -81 | -77 | -74 | -74 | -75 | -71 | -68 |
| O | 1725942976.148 | 57.737 | 16.362 | 60.960 | -74 | -72 | -74 | -78 | -73 | -77 | -77 | -66 |
| P | 1725943488.151 | 8.491 | 63.525 | 60.960 | -79 | -81 | -75 | -74 | -76 | -66 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943384.167
- **Target RSSI fingerprint:** [-78, -76, -81, -76, -76, -74, -77, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.944079531569024,
9.196372032165527,
60.96
] | 16 |
39,610 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128541.149 | 61.983 | 37.860 | 51.816 | -88 | -81 | -81 | -85 | -81 | -78 | -80 | -66 |
| B | 1724128599.151 | 52.643 | 4.618 | 51.816 | -100 | -71 | -66 | -100 | -76 | -75 | -65 | -66 |
| C | 1724128537.136 | 47.549 | 30.668 | 51.816 | -87 | -85 | -85 | -89 | -77 | -84 | -74 | -74 |
| D | 1724128878.141 | 63.681 | 71.554 | 51.816 | -74 | -89 | -85 | -71 | -79 | -79 | -69 | -65 |
| E | 1724128697.134 | 56.040 | 69.590 | 51.816 | -74 | -81 | -87 | -72 | -81 | -78 | -72 | -66 |
| F | 1724128790.165 | 37.360 | 39.771 | 51.816 | -100 | -77 | -65 | -100 | -74 | -70 | -61 | -66 |
| G | 1724128403.131 | 41.605 | 27.138 | 51.816 | -84 | -100 | -85 | -80 | -77 | -100 | -65 | -83 |
| H | 1724128776.125 | 56.889 | 3.424 | 51.816 | -100 | -76 | -75 | -100 | -82 | -80 | -71 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128815.128
- **Target RSSI fingerprint:** [-70, -83, -83, -68, -78, -83, -65, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41774034697482,
78.46774578094482,
51.816
] | 8 |
12,136 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838907.163 | 133.303 | 126.440 | 51.816 | -80 | -80 | -85 | -93 | -70 | -83 | -70 | -73 |
| B | 1722838943.165 | 52.642 | 81.002 | 51.816 | -77 | -82 | -83 | -87 | -68 | -85 | -80 | -70 |
| C | 1722838776.162 | 66.227 | 139.259 | 51.816 | -77 | -75 | -69 | -70 | -82 | -65 | -72 | -70 |
| D | 1722839106.177 | 118.869 | 151.269 | 51.816 | -88 | -84 | -92 | -90 | -81 | -84 | -80 | -87 |
| E | 1722838765.184 | 49.246 | 159.709 | 51.816 | -90 | -86 | -92 | -71 | -78 | -67 | -82 | -87 |
| F | 1722839361.145 | 28.019 | 26.421 | 51.816 | -89 | -70 | -93 | -80 | -77 | -85 | -72 | -87 |
| G | 1722838950.160 | 28.019 | 107.397 | 51.816 | -83 | -82 | -74 | -79 | -83 | -81 | -86 | -71 |
| H | 1722839044.168 | 73.868 | 176.854 | 51.816 | -80 | -86 | -88 | -88 | -85 | -81 | -83 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839052.181
- **Target RSSI fingerprint:** [-77, -82, -75, -73, -83, -72, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15125289050889,
150.16759872436523,
51.816
] | 8 |
4,858 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000184.224 | 34.812 | 29.009 | 42.672 | -84 | -84 | -76 | -88 | -75 | -79 | -74 | -78 |
| B | 1731999944.226 | 136.699 | 114.656 | 42.672 | -78 | -78 | -78 | -100 | -77 | -77 | -73 | -62 |
| C | 1732000186.221 | 27.170 | 22.719 | 42.672 | -81 | -77 | -74 | -82 | -73 | -76 | -71 | -76 |
| D | 1731999672.211 | 40.755 | 150.911 | 42.672 | -95 | -74 | -90 | -81 | -80 | -89 | -90 | -78 |
| E | 1731999764.216 | 67.076 | 83.285 | 42.672 | -81 | -83 | -82 | -83 | -86 | -86 | -71 | -73 |
| F | 1732000148.206 | 142.643 | 119.009 | 42.672 | -84 | -78 | -82 | -76 | -83 | -78 | -76 | -64 |
| G | 1731999633.224 | 97.642 | 110.728 | 42.672 | -79 | -80 | -70 | -75 | -82 | -74 | -73 | -86 |
| H | 1731999778.221 | 22.925 | 131.536 | 42.672 | -85 | -74 | -90 | -79 | -89 | -77 | -78 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999648.224
- **Target RSSI fingerprint:** [-85, -80, -89, -68, -86, -89, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01938247725357,
181.06103897094727,
42.672000000000004
] | 8 |
32,065 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689902.144 | 208.875 | 133.938 | 42.672 | -86 | -81 | -68 | -69 | -70 | -84 | -78 | -74 |
| B | 1723689797.198 | 207.177 | 52.617 | 42.672 | -90 | -81 | -76 | -100 | -100 | -72 | -83 | -71 |
| C | 1723689862.146 | 184.252 | 67.068 | 42.672 | -100 | -74 | -82 | -87 | -90 | -79 | -72 | -81 |
| D | 1723690113.146 | 190.195 | 121.066 | 42.672 | -88 | -86 | -76 | -72 | -71 | -86 | -83 | -78 |
| E | 1723690041.146 | 138.401 | 78.999 | 42.672 | -78 | -100 | -82 | -84 | -81 | -81 | -76 | -78 |
| F | 1723689765.152 | 199.535 | 91.393 | 42.672 | -86 | -84 | -100 | -77 | -81 | -100 | -89 | -86 |
| G | 1723690057.167 | 171.515 | 90.902 | 42.672 | -85 | -79 | -100 | -70 | -73 | -83 | -77 | -80 |
| H | 1723689940.138 | 133.306 | 52.338 | 42.672 | -82 | -76 | -88 | -72 | -75 | -78 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689607.152
- **Target RSSI fingerprint:** [-85, -100, -79, -85, -87, -76, -90, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.25008725620978,
21.564364433288574,
42.672000000000004
] | 8 |
42,307 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690229.152 | 109.532 | 23.130 | 42.672 | -100 | -100 | -88 | -76 | -82 | -78 | -73 | -74 |
| B | 1723689876.147 | 206.328 | 59.398 | 42.672 | -84 | -81 | -80 | -75 | -74 | -100 | -72 | -100 |
| C | 1723689593.160 | 73.021 | 51.290 | 42.672 | -80 | -75 | -81 | -78 | -82 | -82 | -71 | -84 |
| D | 1723690094.168 | 225.008 | 102.500 | 42.672 | -74 | -77 | -73 | -76 | -83 | -82 | -81 | -78 |
| E | 1723690118.153 | 172.364 | 104.305 | 42.672 | -78 | -84 | -86 | -89 | -86 | -71 | -100 | -72 |
| F | 1723689970.166 | 215.668 | 108.910 | 42.672 | -100 | -86 | -85 | -100 | -81 | -79 | -100 | -73 |
| G | 1723690127.150 | 139.250 | 74.633 | 42.672 | -78 | -79 | -79 | -73 | -91 | -79 | -74 | -79 |
| H | 1723689942.308 | 137.552 | 44.429 | 42.672 | -76 | -86 | -83 | -84 | -77 | -82 | -82 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690036.163
- **Target RSSI fingerprint:** [-76, -82, -81, -76, -89, -86, -81, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11745519603915,
62.94140338897705,
42.672000000000004
] | 8 |
10,158 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000101.212 | 53.491 | 103.177 | 42.672 | -90 | -94 | -91 | -85 | -84 | -85 | -77 | -84 |
| B | 1731999852.228 | 104.435 | 194.398 | 42.672 | -81 | -91 | -88 | -88 | -88 | -76 | -77 | -83 |
| C | 1732000074.225 | 78.963 | 176.921 | 42.672 | -92 | -85 | -91 | -92 | -76 | -75 | -93 | -68 |
| D | 1731999941.216 | 146.888 | 123.799 | 42.672 | -85 | -84 | -84 | -81 | -77 | -100 | -81 | -63 |
| E | 1731999647.244 | 74.718 | 176.987 | 42.672 | -83 | -86 | -87 | -87 | -86 | -77 | -78 | -85 |
| F | 1731999630.229 | 95.944 | 105.685 | 42.672 | -90 | -85 | -77 | -86 | -80 | -89 | -88 | -85 |
| G | 1731999401.235 | 4.245 | 12.434 | 42.672 | -104 | -102 | -96 | -101 | -95 | -88 | -99 | -90 |
| H | 1731999807.224 | 84.906 | 129.944 | 42.672 | -86 | -89 | -90 | -82 | -83 | -84 | -76 | -85 |
| I | 1732000078.213 | 61.982 | 160.970 | 42.672 | -81 | -84 | -84 | -80 | -71 | -74 | -78 | -64 |
| J | 1731999384.228 | 7.642 | 9.873 | 42.672 | -98 | -93 | -83 | -100 | -96 | -94 | -94 | -91 |
| K | 1732000218.224 | 6.793 | 10.085 | 42.672 | -86 | -90 | -80 | -83 | -83 | -84 | -81 | -88 |
| L | 1732000004.215 | 61.982 | 166.039 | 42.672 | -81 | -79 | -86 | -79 | -100 | -100 | -76 | -100 |
| M | 1731999999.208 | 59.434 | 168.375 | 42.672 | -84 | -89 | -93 | -81 | -88 | -91 | -78 | -91 |
| N | 1731999838.222 | 140.095 | 129.108 | 42.672 | -82 | -79 | -79 | -77 | -74 | -70 | -78 | -61 |
| O | 1731999624.227 | 91.699 | 96.383 | 42.672 | -84 | -90 | -83 | -80 | -86 | -77 | -82 | -86 |
| P | 1731999703.217 | 52.642 | 105.407 | 42.672 | -88 | -82 | -88 | -84 | -83 | -76 | -77 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000154.227
- **Target RSSI fingerprint:** [-84, -75, -85, -77, -80, -76, -74, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01969958532844,
99.2624282836914,
42.672000000000004
] | 16 |
8,528 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006486.135 | 131.605 | 91.181 | 42.672 | -78 | -79 | -100 | -75 | -82 | -82 | -72 | -71 |
| B | 1723006587.165 | 34.812 | 26.581 | 42.672 | -83 | -87 | -100 | -73 | -71 | -73 | -77 | -69 |
| C | 1723006299.181 | 109.529 | 3.331 | 42.672 | -70 | -78 | -100 | -100 | -74 | -78 | -83 | -100 |
| D | 1723006800.139 | 5.943 | 73.040 | 42.672 | -79 | -80 | -79 | -69 | -75 | -78 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006515.142
- **Target RSSI fingerprint:** [-76, -72, -78, -86, -79, -86, -84, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.58588739343747,
6.966948509216309,
42.672000000000004
] | 4 |
22,054 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937765.154 | 14.434 | 61.760 | 30.480 | -64 | -66 | -73 | -58 | -67 | -60 | -60 | -50 |
| B | 1725937965.144 | 102.737 | 21.312 | 30.480 | -79 | -81 | -74 | -78 | -69 | -60 | -73 | -75 |
| C | 1725937820.161 | 97.643 | 3.211 | 30.480 | -83 | -82 | -75 | -82 | -76 | -82 | -71 | -82 |
| D | 1725937977.148 | 71.322 | 33.893 | 30.480 | -100 | -79 | -70 | -82 | -74 | -60 | -75 | -75 |
| E | 1725938190.145 | 106.134 | 20.808 | 30.480 | -80 | -81 | -100 | -81 | -66 | -60 | -73 | -76 |
| F | 1725938215.142 | 13.585 | 62.318 | 30.480 | -65 | -69 | -76 | -60 | -71 | -63 | -72 | -51 |
| G | 1725937937.132 | 64.529 | 82.993 | 30.480 | -77 | -81 | -100 | -82 | -60 | -63 | -73 | -83 |
| H | 1725938086.130 | 61.982 | 60.181 | 30.480 | -83 | -83 | -77 | -82 | -75 | -63 | -67 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938017.151
- **Target RSSI fingerprint:** [-67, -68, -70, -62, -100, -100, -53, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377632157671258,
18.074254989624023,
30.48
] | 8 |
12,059 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000044.144 | 33.113 | 13.682 | 42.672 | -75 | -88 | -100 | -82 | -71 | -85 | -73 | -69 |
| B | 1722999982.156 | 74.717 | 34.264 | 42.672 | -91 | -84 | -89 | -80 | -81 | -85 | -81 | -73 |
| C | 1722999473.172 | 116.322 | 64.667 | 42.672 | -92 | -88 | -83 | -88 | -82 | -88 | -81 | -71 |
| D | 1722999495.144 | 140.095 | 53.546 | 42.672 | -82 | -81 | -79 | -73 | -86 | -77 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999866.155
- **Target RSSI fingerprint:** [-83, -73, -74, -71, -86, -79, -100, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03840510898495,
49.684295654296875,
42.672000000000004
] | 4 |
34,774 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689739.140 | 134.156 | 54.448 | 42.672 | -81 | -69 | -75 | -76 | -86 | -72 | -81 | -79 |
| B | 1723689824.171 | 140.099 | 33.362 | 42.672 | -81 | -82 | -83 | -78 | -73 | -82 | -72 | -70 |
| C | 1723689678.124 | 213.121 | 63.910 | 42.672 | -87 | -100 | -85 | -86 | -84 | -78 | -81 | -79 |
| D | 1723689656.147 | 171.515 | 95.268 | 42.672 | -86 | -67 | -100 | -78 | -100 | -77 | -100 | -79 |
| E | 1723689622.149 | 146.043 | 30.482 | 42.672 | -85 | -100 | -78 | -100 | -81 | -84 | -66 | -69 |
| F | 1723689827.150 | 132.457 | 47.004 | 42.672 | -84 | -71 | -82 | -74 | -78 | -82 | -70 | -69 |
| G | 1723690200.137 | 200.384 | 42.067 | 42.672 | -90 | -100 | -83 | -84 | -80 | -87 | -72 | -81 |
| H | 1723690148.169 | 146.043 | 38.312 | 42.672 | -100 | -80 | -80 | -77 | -81 | -82 | -86 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690204.156
- **Target RSSI fingerprint:** [-88, -100, -82, -87, -90, -82, -79, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
186.798897538818,
25.850696563720703,
42.672000000000004
] | 8 |
44,083 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691523.144 | 188.497 | 54.913 | 51.816 | -87 | -100 | -77 | -100 | -75 | -100 | -71 | -83 |
| B | 1723691342.120 | 227.555 | 93.477 | 51.816 | -78 | -67 | -80 | -74 | -76 | -78 | -79 | -78 |
| C | 1723691647.150 | 230.102 | 88.288 | 51.816 | -79 | -83 | -76 | -100 | -84 | -76 | -80 | -78 |
| D | 1723691903.141 | 28.020 | 60.420 | 51.816 | -100 | -100 | -78 | -70 | -100 | -76 | -77 | -77 |
| E | 1723691297.156 | 131.608 | 79.941 | 51.816 | -84 | -84 | -100 | -73 | -76 | -79 | -77 | -81 |
| F | 1723691758.158 | 206.328 | 138.967 | 51.816 | -69 | -69 | -79 | -73 | -79 | -82 | -79 | -75 |
| G | 1723691465.145 | 163.874 | 11.784 | 51.816 | -86 | -100 | -76 | -100 | -85 | -74 | -72 | -76 |
| H | 1723691854.140 | 202.932 | 60.831 | 51.816 | -80 | -85 | -75 | -100 | -85 | -72 | -74 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691394.136
- **Target RSSI fingerprint:** [-84, -100, -100, -100, -78, -77, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66471478706637,
63.28643321990967,
51.816
] | 8 |
5,166 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999914.162 | 48.397 | 93.835 | 42.672 | -86 | -100 | -82 | -82 | -88 | -87 | -67 | -79 |
| B | 1722999871.136 | 75.567 | 49.021 | 42.672 | -78 | -82 | -81 | -85 | -83 | -80 | -86 | -63 |
| C | 1723000167.144 | 131.605 | 89.628 | 42.672 | -85 | -79 | -79 | -81 | -79 | -72 | -71 | -65 |
| D | 1722999613.156 | 135.850 | 13.841 | 42.672 | -78 | -72 | -77 | -66 | -67 | -71 | -71 | -72 |
| E | 1723000077.144 | 136.699 | 48.755 | 42.672 | -85 | -75 | -82 | -81 | -76 | -74 | -70 | -76 |
| F | 1723000023.213 | 5.094 | 69.563 | 42.672 | -74 | -83 | -85 | -85 | -84 | -87 | -72 | -74 |
| G | 1723000157.144 | 136.699 | 99.249 | 42.672 | -83 | -76 | -84 | -84 | -88 | -72 | -71 | -61 |
| H | 1722999539.134 | 69.623 | 71.700 | 42.672 | -93 | -100 | -83 | -87 | -84 | -87 | -70 | -70 |
| I | 1722999863.146 | 116.322 | 50.427 | 42.672 | -100 | -80 | -84 | -85 | -71 | -81 | -85 | -70 |
| J | 1722999872.139 | 71.321 | 48.862 | 42.672 | -79 | -85 | -82 | -84 | -85 | -82 | -84 | -65 |
| K | 1722999466.144 | 96.793 | 35.233 | 42.672 | -73 | -100 | -84 | -85 | -83 | -84 | -71 | -85 |
| L | 1722999602.148 | 81.510 | 12.023 | 42.672 | -86 | -87 | -84 | -83 | -87 | -76 | -70 | -70 |
| M | 1722999741.134 | 107.831 | 13.032 | 42.672 | -80 | -86 | -89 | -86 | -84 | -81 | -86 | -80 |
| N | 1722999680.142 | 5.094 | 88.805 | 42.672 | -82 | -77 | -82 | -87 | -88 | -87 | -71 | -83 |
| O | 1722999561.129 | 7.642 | 85.979 | 42.672 | -75 | -80 | -88 | -83 | -81 | -89 | -88 | -77 |
| P | 1722999940.149 | 136.699 | 86.948 | 42.672 | -100 | -75 | -87 | -87 | -88 | -79 | -72 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000122.150
- **Target RSSI fingerprint:** [-91, -90, -93, -91, -91, -94, -83, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866834197887,
82.4886703491211,
42.672000000000004
] | 16 |
9,298 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004873.153 | 2.547 | 84.546 | 60.960 | -85 | -86 | -86 | -78 | -86 | -82 | -79 | -78 |
| B | 1723004642.152 | 33.113 | 87.213 | 60.960 | -88 | -89 | -82 | -81 | -78 | -87 | -100 | -74 |
| C | 1723004656.148 | 0.000 | 83.179 | 60.960 | -77 | -100 | -84 | -74 | -84 | -75 | -72 | -77 |
| D | 1723005021.131 | 107.831 | 55.457 | 60.960 | -84 | -79 | -85 | -84 | -86 | -78 | -72 | -67 |
| E | 1723004351.168 | 123.963 | 93.238 | 60.960 | -85 | -75 | -87 | -78 | -88 | -68 | -72 | -66 |
| F | 1723005012.174 | 129.057 | 92.309 | 60.960 | -88 | -78 | -83 | -89 | -85 | -83 | -71 | -59 |
| G | 1723004808.141 | 134.152 | 14.319 | 60.960 | -81 | -78 | -81 | -85 | -78 | -67 | -73 | -75 |
| H | 1723004938.164 | 123.963 | 47.561 | 60.960 | -88 | -82 | -85 | -76 | -79 | -85 | -85 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004961.145
- **Target RSSI fingerprint:** [-86, -81, -69, -74, -72, -88, -89, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735933227295806,
44.12400722503662,
60.96
] | 8 |
3,339 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010082.161 | 14.434 | 83.802 | 60.960 | -100 | -75 | -81 | -80 | -82 | -74 | -71 | -79 |
| B | 1723009820.164 | 97.642 | 5.229 | 60.960 | -85 | -77 | -86 | -80 | -72 | -71 | -79 | -70 |
| C | 1723010202.151 | 3.396 | 82.754 | 60.960 | -78 | -85 | -86 | -88 | -90 | -84 | -67 | -82 |
| D | 1723010284.145 | 81.510 | 51.569 | 60.960 | -84 | -73 | -90 | -82 | -84 | -74 | -70 | -82 |
| E | 1723010268.152 | 101.887 | 4.937 | 60.960 | -87 | -75 | -89 | -82 | -79 | -73 | -86 | -72 |
| F | 1723010562.367 | 206.322 | 4.963 | 60.960 | -86 | -101 | -80 | -86 | -92 | -91 | -100 | -92 |
| G | 1723009925.138 | 143.492 | 43.062 | 60.960 | -87 | -77 | -83 | -83 | -81 | -81 | -76 | -70 |
| H | 1723009910.174 | 146.039 | 8.573 | 60.960 | -77 | -100 | -77 | -83 | -83 | -81 | -76 | -60 |
| I | 1723010357.147 | 135.001 | 10.112 | 60.960 | -74 | -79 | -73 | -83 | -83 | -81 | -80 | -65 |
| J | 1723010168.147 | 88.302 | 42.890 | 60.960 | -77 | -79 | -83 | -73 | -73 | -70 | -80 | -66 |
| K | 1723009773.144 | 151.982 | 69.922 | 60.960 | -84 | -84 | -80 | -77 | -78 | -82 | -75 | -79 |
| L | 1723010196.152 | 1.698 | 79.742 | 60.960 | -79 | -80 | -87 | -82 | -78 | -75 | -65 | -78 |
| M | 1723010137.148 | 152.831 | 11.359 | 60.960 | -77 | -100 | -76 | -81 | -88 | -85 | -80 | -60 |
| N | 1723010014.157 | 137.548 | 65.861 | 60.960 | -78 | -77 | -71 | -82 | -74 | -75 | -75 | -79 |
| O | 1723010279.144 | 90.850 | 24.882 | 60.960 | -83 | -82 | -89 | -87 | -82 | -80 | -70 | -75 |
| P | 1723010395.161 | 69.623 | 44.124 | 60.960 | -83 | -80 | -88 | -81 | -87 | -73 | -83 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010083.155
- **Target RSSI fingerprint:** [-100, -83, -83, -81, -80, -73, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339684364827715,
83.49721908569336,
60.96
] | 16 |
34,552 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126715.136 | 112.079 | 96.369 | 42.672 | -100 | -80 | -86 | -87 | -85 | -83 | -88 | -79 |
| B | 1724126890.147 | 120.570 | 80.923 | 42.672 | -100 | -81 | -77 | -84 | -71 | -80 | -100 | -83 |
| C | 1724126895.153 | 112.928 | 94.777 | 42.672 | -100 | -80 | -84 | -82 | -68 | -83 | -100 | -80 |
| D | 1724126945.147 | 77.267 | 46.831 | 42.672 | -82 | -100 | -82 | -84 | -77 | -82 | -65 | -81 |
| E | 1724126982.145 | 106.136 | 24.112 | 42.672 | -100 | -87 | -86 | -92 | -89 | -81 | -89 | -86 |
| F | 1724126616.150 | 37.360 | 48.782 | 42.672 | -83 | -100 | -74 | -73 | -100 | -60 | -76 | -73 |
| G | 1724127162.115 | 123.117 | 31.796 | 42.672 | -100 | -74 | -86 | -88 | -80 | -85 | -100 | -81 |
| H | 1724126674.127 | 92.550 | 34.423 | 42.672 | -86 | -76 | -83 | -74 | -85 | -77 | -83 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127049.151
- **Target RSSI fingerprint:** [-90, -93, -100, -93, -93, -86, -87, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49397688394188,
23.355865478515625,
42.672000000000004
] | 8 |
17,744 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838550.168 | 3.396 | 8.931 | 51.816 | -95 | -79 | -87 | -76 | -68 | -84 | -100 | -83 |
| B | 1722839058.165 | 21.227 | 130.488 | 51.816 | -71 | -77 | -73 | -82 | -83 | -86 | -76 | -72 |
| C | 1722839195.165 | 95.095 | 103.827 | 51.816 | -71 | -85 | -83 | -80 | -82 | -72 | -65 | -69 |
| D | 1722838980.147 | 58.585 | 147.646 | 51.816 | -67 | -79 | -72 | -78 | -75 | -74 | -62 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838549.172
- **Target RSSI fingerprint:** [-94, -83, -86, -82, -77, -86, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396250222346838,
7.710089683532715,
51.816
] | 4 |
29,914 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696594.177 | 80.663 | 48.424 | 42.672 | -84 | -83 | -79 | -86 | -81 | -90 | -80 | -63 |
| B | 1723696765.134 | 107.834 | 59.810 | 42.672 | -100 | -88 | -83 | -80 | -81 | -79 | -85 | -85 |
| C | 1723696784.145 | 29.718 | 24.112 | 42.672 | -67 | -85 | -77 | -83 | -78 | -79 | -78 | -61 |
| D | 1723696789.141 | 27.171 | 29.062 | 42.672 | -72 | -83 | -81 | -80 | -73 | -72 | -67 | -68 |
| E | 1723696690.137 | 61.134 | 64.242 | 42.672 | -78 | -79 | -80 | -73 | -72 | -69 | -69 | -64 |
| F | 1723696781.155 | 35.662 | 26.647 | 42.672 | -71 | -84 | -78 | -79 | -80 | -77 | -73 | -64 |
| G | 1723696550.136 | 43.303 | 2.468 | 42.672 | -78 | -80 | -78 | -75 | -100 | -75 | -74 | -75 |
| H | 1723696616.159 | 22.925 | 42.611 | 42.672 | -72 | -83 | -80 | -78 | -72 | -72 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696491.129
- **Target RSSI fingerprint:** [-100, -76, -78, -85, -78, -92, -76, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.26836106530327,
41.814961433410645,
42.672000000000004
] | 8 |
26,215 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943511.192 | 16.132 | 20.330 | 60.960 | -78 | -73 | -80 | -77 | -77 | -76 | -83 | -79 |
| B | 1725943444.143 | 84.907 | 62.278 | 60.960 | -78 | -79 | -69 | -77 | -77 | -74 | -66 | -65 |
| C | 1725943443.173 | 81.511 | 65.489 | 60.960 | -78 | -79 | -74 | -77 | -79 | -73 | -66 | -65 |
| D | 1725943435.162 | 49.246 | 90.876 | 60.960 | -80 | -78 | -74 | -72 | -78 | -74 | -68 | -69 |
| E | 1725943401.165 | 1.698 | 23.170 | 60.960 | -76 | -70 | -73 | -74 | -75 | -73 | -73 | -76 |
| F | 1725943183.159 | 48.397 | 10.125 | 60.960 | -76 | -77 | -76 | -76 | -71 | -77 | -81 | -69 |
| G | 1725943541.181 | 74.718 | 7.126 | 60.960 | -77 | -74 | -82 | -74 | -72 | -77 | -82 | -68 |
| H | 1725943277.166 | 43.302 | 43.580 | 60.960 | -73 | -73 | -74 | -76 | -69 | -75 | -70 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943097.142
- **Target RSSI fingerprint:** [-79, -77, -67, -75, -74, -75, -67, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547203976578451,
30.88016986846924,
60.96
] | 8 |
28,227 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940862.156 | 19.529 | 117.934 | 51.816 | -72 | -55 | -70 | -69 | -77 | -64 | -75 | -72 |
| B | 1725940839.166 | 2.547 | 29.911 | 51.816 | -79 | -100 | -76 | -71 | -64 | -70 | -69 | -68 |
| C | 1725941220.136 | 56.888 | 45.332 | 51.816 | -88 | -80 | -80 | -100 | -78 | -76 | -72 | -60 |
| D | 1725941062.189 | 17.830 | 113.900 | 51.816 | -82 | -55 | -73 | -71 | -77 | -74 | -76 | -68 |
| E | 1725941094.170 | 101.888 | 57.580 | 51.816 | -66 | -81 | -72 | -82 | -83 | -81 | -80 | -60 |
| F | 1725940903.156 | 103.586 | 38.139 | 51.816 | -76 | -84 | -86 | -78 | -76 | -77 | -74 | -58 |
| G | 1725940813.163 | 61.982 | 66.869 | 51.816 | -73 | -76 | -76 | -76 | -75 | -75 | -76 | -61 |
| H | 1725940965.172 | 61.133 | 20.954 | 51.816 | -87 | -81 | -82 | -76 | -73 | -72 | -70 | -71 |
| I | 1725940876.155 | 41.604 | 112.453 | 51.816 | -68 | -68 | -66 | -72 | -78 | -75 | -76 | -68 |
| J | 1725940970.150 | 86.605 | 16.508 | 51.816 | -85 | -85 | -80 | -77 | -72 | -77 | -74 | -70 |
| K | 1725941247.162 | 0.000 | 32.857 | 51.816 | -80 | -79 | -81 | -73 | -65 | -63 | -60 | -71 |
| L | 1725941190.149 | 108.681 | 52.896 | 51.816 | -69 | -82 | -74 | -72 | -68 | -78 | -69 | -64 |
| M | 1725940959.157 | 30.566 | 25.174 | 51.816 | -83 | -82 | -84 | -76 | -75 | -67 | -75 | -70 |
| N | 1725941180.146 | 98.492 | 16.641 | 51.816 | -84 | -75 | -77 | -81 | -67 | -73 | -75 | -80 |
| O | 1725941202.146 | 79.812 | 76.623 | 51.816 | -75 | -75 | -81 | -78 | -75 | -71 | -69 | -68 |
| P | 1725940982.168 | 103.586 | 27.284 | 51.816 | -84 | -81 | -79 | -71 | -65 | -66 | -66 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940803.146
- **Target RSSI fingerprint:** [-70, -78, -78, -80, -78, -76, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92544338578095,
80.55119514465332,
51.816
] | 16 |
35,034 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693487.142 | 123.967 | 44.416 | 60.960 | -82 | -80 | -75 | -78 | -73 | -79 | -64 | -68 |
| B | 1723693490.159 | 118.023 | 56.532 | 60.960 | -82 | -84 | -76 | -81 | -75 | -79 | -64 | -72 |
| C | 1723693056.157 | 88.305 | 33.813 | 60.960 | -82 | -77 | -100 | -80 | -79 | -79 | -76 | -74 |
| D | 1723693450.138 | 225.857 | 76.132 | 60.960 | -82 | -75 | -77 | -75 | -75 | -79 | -100 | -73 |
| E | 1723693323.150 | 182.553 | 56.174 | 60.960 | -100 | -80 | -100 | -74 | -82 | -68 | -100 | -75 |
| F | 1723693378.161 | 166.421 | 102.089 | 60.960 | -84 | -78 | -77 | -76 | -82 | -83 | -74 | -77 |
| G | 1723693282.144 | 134.156 | 23.847 | 60.960 | -80 | -100 | -74 | -77 | -70 | -80 | -64 | -69 |
| H | 1723693432.147 | 217.366 | 107.278 | 60.960 | -77 | -80 | -67 | -78 | -80 | -77 | -71 | -78 |
| I | 1723693159.156 | 208.875 | 118.863 | 60.960 | -72 | -69 | -64 | -100 | -73 | -71 | -67 | -75 |
| J | 1723693113.156 | 160.477 | 97.697 | 60.960 | -76 | -76 | -83 | -74 | -77 | -81 | -78 | -77 |
| K | 1723693465.154 | 168.119 | 20.025 | 60.960 | -82 | -79 | -100 | -68 | -78 | -77 | -100 | -74 |
| L | 1723693370.154 | 198.686 | 128.590 | 60.960 | -100 | -79 | -81 | -85 | -83 | -82 | -79 | -80 |
| M | 1723693317.165 | 168.119 | 84.307 | 60.960 | -81 | -77 | -85 | -78 | -82 | -74 | -81 | -77 |
| N | 1723693802.141 | 2.547 | 67.865 | 60.960 | -95 | -100 | -85 | -101 | -100 | -96 | -74 | -96 |
| O | 1723693222.144 | 184.252 | 78.667 | 60.960 | -79 | -74 | -65 | -78 | -78 | -76 | -64 | -76 |
| P | 1723693650.164 | 221.611 | 74.128 | 60.960 | -84 | -84 | -77 | -77 | -81 | -84 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693210.166
- **Target RSSI fingerprint:** [-80, -81, -69, -74, -77, -78, -61, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.2500851734279,
40.08981227874756,
60.96
] | 16 |
33,542 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691283.147 | 131.608 | 45.916 | 51.816 | -76 | -78 | -80 | -76 | -78 | -80 | -70 | -66 |
| B | 1723691393.140 | 123.967 | 64.959 | 51.816 | -79 | -81 | -82 | -79 | -79 | -83 | -78 | -80 |
| C | 1723691311.137 | 162.175 | 104.358 | 51.816 | -83 | -79 | -76 | -79 | -79 | -78 | -84 | -78 |
| D | 1723691374.149 | 172.364 | 109.905 | 51.816 | -81 | -77 | -85 | -77 | -81 | -75 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691367.138
- **Target RSSI fingerprint:** [-77, -100, -84, -83, -73, -79, -79, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
197.8370171985572,
132.45164394378662,
51.816
] | 4 |
148 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838910.168 | 138.397 | 118.743 | 51.816 | -90 | -85 | -74 | -85 | -78 | -85 | -74 | -72 |
| B | 1722839287.160 | 49.246 | 98.466 | 51.816 | -69 | -77 | -78 | -76 | -79 | -70 | -77 | -70 |
| C | 1722839225.180 | 123.963 | 141.821 | 51.816 | -93 | -85 | -81 | -84 | -80 | -83 | -76 | -72 |
| D | 1722838927.190 | 90.850 | 79.649 | 51.816 | -89 | -81 | -87 | -72 | -76 | -84 | -86 | -82 |
| E | 1722838733.142 | 62.831 | 67.918 | 51.816 | -80 | -79 | -81 | -80 | -77 | -80 | -80 | -78 |
| F | 1722838825.176 | 96.793 | 184.445 | 51.816 | -80 | -82 | -84 | -81 | -78 | -78 | -76 | -72 |
| G | 1722838856.153 | 15.283 | 126.241 | 51.816 | -72 | -100 | -72 | -78 | -79 | -75 | -86 | -71 |
| H | 1722838950.160 | 28.019 | 107.397 | 51.816 | -79 | -86 | -74 | -82 | -83 | -81 | -86 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839239.176
- **Target RSSI fingerprint:** [-90, -88, -81, -86, -77, -77, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688111453805,
192.92475700378418,
51.816
] | 8 |
4,633 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828519.143 | 119.718 | 60.274 | 42.672 | -88 | -91 | -83 | -87 | -83 | -79 | -86 | -80 |
| B | 1722828986.152 | 61.982 | 67.931 | 42.672 | -88 | -88 | -86 | -84 | -86 | -75 | -87 | -75 |
| C | 1722829008.200 | 124.812 | 67.493 | 42.672 | -89 | -74 | -80 | -75 | -81 | -86 | -72 | -79 |
| D | 1722828885.158 | 67.076 | 61.203 | 42.672 | -86 | -88 | -85 | -84 | -92 | -79 | -74 | -81 |
| E | 1722828585.137 | 45.000 | 50.109 | 42.672 | -85 | -90 | -85 | -90 | -86 | -80 | -81 | -74 |
| F | 1722828523.147 | 106.133 | 75.747 | 42.672 | -84 | -93 | -82 | -83 | -88 | -87 | -74 | -76 |
| G | 1722828467.172 | 1.698 | 56.638 | 42.672 | -87 | -83 | -81 | -81 | -81 | -78 | -78 | -77 |
| H | 1722828842.184 | 50.095 | 19.481 | 42.672 | -87 | -88 | -84 | -86 | -81 | -74 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828704.182
- **Target RSSI fingerprint:** [-90, -83, -81, -88, -79, -79, -78, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.8309453678049,
48.59612464904785,
42.672000000000004
] | 8 |
30,097 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690100.159 | 211.422 | 128.417 | 42.672 | -84 | -100 | -77 | -82 | -76 | -78 | -65 | -71 |
| B | 1723690168.162 | 209.724 | 103.084 | 42.672 | -87 | -83 | -82 | -100 | -79 | -74 | -86 | -100 |
| C | 1723690075.144 | 203.781 | 57.315 | 42.672 | -87 | -86 | -79 | -83 | -100 | -100 | -87 | -82 |
| D | 1723689721.161 | 162.175 | 97.046 | 42.672 | -100 | -84 | -87 | -78 | -76 | -82 | -85 | -87 |
| E | 1723689934.114 | 127.363 | 63.777 | 42.672 | -100 | -84 | -85 | -77 | -73 | -72 | -79 | -71 |
| F | 1723690243.135 | 44.152 | 53.373 | 42.672 | -81 | -67 | -100 | -70 | -79 | -81 | -100 | -74 |
| G | 1723690089.186 | 232.650 | 88.819 | 42.672 | -85 | -100 | -84 | -95 | -100 | -100 | -78 | -80 |
| H | 1723690143.156 | 143.496 | 39.413 | 42.672 | -73 | -85 | -79 | -82 | -83 | -79 | -86 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689327.132
- **Target RSSI fingerprint:** [-100, -72, -100, -93, -92, -99, -100, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.09451538742231,
69.88181114196777,
42.672000000000004
] | 8 |
36,740 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130149.126 | 135.854 | 68.754 | 60.960 | -100 | -74 | -76 | -73 | -72 | -74 | -75 | -66 |
| B | 1724129932.144 | 39.907 | 39.187 | 60.960 | -74 | -67 | -76 | -61 | -70 | -78 | -73 | -70 |
| C | 1724130199.128 | 30.567 | 51.861 | 60.960 | -68 | -77 | -75 | -66 | -79 | -71 | -66 | -62 |
| D | 1724130314.127 | 69.625 | 40.488 | 60.960 | -80 | -79 | -76 | -80 | -79 | -77 | -69 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130012.120
- **Target RSSI fingerprint:** [-75, -80, -75, -78, -81, -78, -68, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.208869742718704,
41.17798328399658,
60.96
] | 4 |
11,040 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004567.159 | 123.114 | 94.565 | 60.960 | -86 | -84 | -83 | -82 | -75 | -82 | -68 | -100 |
| B | 1723004908.153 | 84.057 | 13.151 | 60.960 | -100 | -77 | -81 | -79 | -67 | -76 | -72 | -58 |
| C | 1723004710.146 | 126.510 | 38.590 | 60.960 | -86 | -87 | -77 | -75 | -76 | -73 | -75 | -72 |
| D | 1723004763.135 | 8.491 | 87.200 | 60.960 | -77 | -77 | -80 | -81 | -77 | -77 | -68 | -81 |
| E | 1723004735.160 | 44.151 | 45.955 | 60.960 | -75 | -84 | -76 | -67 | -73 | -78 | -85 | -64 |
| F | 1723004865.144 | 10.189 | 86.642 | 60.960 | -76 | -84 | -83 | -80 | -84 | -88 | -88 | -75 |
| G | 1723004340.138 | 98.491 | 45.902 | 60.960 | -74 | -81 | -82 | -85 | -75 | -68 | -72 | -75 |
| H | 1723004430.143 | 4.245 | 86.005 | 60.960 | -74 | -83 | -84 | -79 | -82 | -86 | -87 | -79 |
| I | 1723004488.135 | 130.756 | 16.508 | 60.960 | -82 | -85 | -76 | -82 | -72 | -71 | -76 | -70 |
| J | 1723004839.142 | 72.170 | 48.371 | 60.960 | -85 | -84 | -86 | -84 | -84 | -78 | -75 | -77 |
| K | 1723005129.152 | 67.925 | 0.756 | 60.960 | -96 | -89 | -98 | -101 | -92 | -100 | -85 | -81 |
| L | 1723004332.210 | 78.963 | 10.032 | 60.960 | -74 | -78 | -80 | -85 | -78 | -68 | -73 | -78 |
| M | 1723004664.156 | 11.038 | 43.726 | 60.960 | -70 | -74 | -74 | -77 | -73 | -75 | -69 | -69 |
| N | 1723004459.159 | 23.774 | 11.612 | 60.960 | -87 | -78 | -87 | -85 | -82 | -80 | -76 | -60 |
| O | 1723004554.159 | 56.038 | 91.884 | 60.960 | -85 | -82 | -83 | -86 | -84 | -76 | -70 | -79 |
| P | 1723004804.135 | 132.454 | 33.786 | 60.960 | -75 | -83 | -84 | -84 | -84 | -67 | -73 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004792.134
- **Target RSSI fingerprint:** [-100, -85, -75, -67, -85, -72, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933227295807,
91.77793502807617,
60.96
] | 16 |
19,632 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002971.136 | 94.246 | 48.530 | 51.816 | -100 | -80 | -81 | -81 | -75 | -73 | -60 | -82 |
| B | 1723003132.164 | 20.377 | 27.735 | 51.816 | -66 | -77 | -72 | -78 | -83 | -73 | -75 | -69 |
| C | 1723003038.151 | 124.812 | 94.671 | 51.816 | -100 | -74 | -76 | -75 | -70 | -100 | -100 | -67 |
| D | 1723003341.163 | 8.491 | 68.714 | 51.816 | -79 | -81 | -86 | -78 | -82 | -71 | -77 | -70 |
| E | 1723002822.155 | 125.661 | 78.401 | 51.816 | -81 | -87 | -87 | -85 | -81 | -87 | -70 | -75 |
| F | 1723002953.152 | 132.454 | 27.868 | 51.816 | -84 | -79 | -79 | -82 | -76 | -85 | -81 | -75 |
| G | 1723003104.150 | 45.849 | 89.708 | 51.816 | -79 | -80 | -80 | -80 | -88 | -72 | -64 | -86 |
| H | 1723002942.200 | 123.963 | 12.262 | 51.816 | -100 | -80 | -80 | -79 | -82 | -100 | -74 | -72 |
| I | 1723003306.199 | 72.170 | 63.393 | 51.816 | -82 | -87 | -89 | -83 | -73 | -82 | -69 | -74 |
| J | 1723002905.184 | 9.340 | 63.101 | 51.816 | -75 | -84 | -85 | -81 | -100 | -72 | -77 | -71 |
| K | 1723003206.152 | 16.132 | 43.421 | 51.816 | -84 | -81 | -73 | -77 | -91 | -77 | -82 | -100 |
| L | 1723003126.154 | 11.887 | 57.235 | 51.816 | -73 | -81 | -82 | -84 | -84 | -74 | -77 | -70 |
| M | 1723003352.168 | 23.774 | 14.889 | 51.816 | -77 | -79 | -78 | -84 | -86 | -73 | -79 | -72 |
| N | 1723003236.142 | 52.642 | 91.539 | 51.816 | -82 | -85 | -85 | -83 | -79 | -84 | -77 | -69 |
| O | 1723002868.135 | 72.170 | 60.009 | 51.816 | -84 | -86 | -84 | -85 | -74 | -85 | -72 | -75 |
| P | 1723003339.157 | 5.943 | 76.822 | 51.816 | -60 | -79 | -76 | -80 | -78 | -70 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003080.160
- **Target RSSI fingerprint:** [-80, -86, -86, -83, -75, -82, -71, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41559947765805,
22.692346572875977,
51.816
] | 16 |
27,484 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939332.148 | 11.038 | 72.642 | 42.672 | -71 | -77 | -79 | -80 | -69 | -78 | -74 | -68 |
| B | 1725939463.160 | 107.832 | 35.167 | 42.672 | -75 | -79 | -73 | -71 | -68 | -67 | -67 | -62 |
| C | 1725939271.155 | 97.643 | 52.166 | 42.672 | -79 | -78 | -70 | -77 | -78 | -75 | -77 | -65 |
| D | 1725939751.153 | 18.679 | 121.504 | 42.672 | -76 | -77 | -75 | -70 | -71 | -72 | -71 | -68 |
| E | 1725939847.137 | 44.152 | 18.141 | 42.672 | -77 | -66 | -78 | -77 | -72 | -72 | -73 | -76 |
| F | 1725939115.136 | 44.152 | 11.996 | 42.672 | -100 | -100 | -87 | -90 | -100 | -100 | -84 | -87 |
| G | 1725939244.133 | 76.416 | 13.496 | 42.672 | -69 | -66 | -70 | -67 | -73 | -58 | -62 | -75 |
| H | 1725939264.125 | 104.435 | 46.274 | 42.672 | -75 | -77 | -74 | -73 | -67 | -64 | -72 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939466.160
- **Target RSSI fingerprint:** [-76, -76, -78, -71, -68, -78, -73, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68070666508888,
43.63300323486328,
42.672000000000004
] | 8 |
1,198 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000040.230 | 142.643 | 122.433 | 42.672 | -84 | -83 | -86 | -79 | -80 | -84 | -75 | -89 |
| B | 1732000102.215 | 54.340 | 102.832 | 42.672 | -90 | -85 | -83 | -93 | -86 | -76 | -82 | -84 |
| C | 1731999799.215 | 55.189 | 162.894 | 42.672 | -91 | -92 | -88 | -92 | -92 | -91 | -90 | -90 |
| D | 1731999991.231 | 36.510 | 147.115 | 42.672 | -83 | -89 | -86 | -91 | -78 | -78 | -89 | -85 |
| E | 1731999406.222 | 3.396 | 12.434 | 42.672 | -101 | -93 | -94 | -100 | -96 | -100 | -89 | -85 |
| F | 1732000033.240 | 135.850 | 117.058 | 42.672 | -89 | -90 | -86 | -85 | -82 | -87 | -89 | -84 |
| G | 1731999719.242 | 106.133 | 147.354 | 42.672 | -91 | -89 | -77 | -80 | -79 | -79 | -66 | -79 |
| H | 1731999934.226 | 145.190 | 129.798 | 42.672 | -89 | -86 | -100 | -76 | -87 | -84 | -72 | -57 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000146.243
- **Target RSSI fingerprint:** [-88, -86, -80, -87, -83, -88, -81, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
147.73689012839677,
124.5690393447876,
42.672000000000004
] | 8 |
26,479 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943483.160 | 26.321 | 54.687 | 60.960 | -78 | -76 | -70 | -76 | -76 | -77 | -73 | -71 |
| B | 1725943435.162 | 49.246 | 90.876 | 60.960 | -77 | -72 | -78 | -80 | -74 | -78 | -68 | -69 |
| C | 1725943255.396 | 106.133 | 32.619 | 60.960 | -82 | -80 | -79 | -72 | -73 | -78 | -74 | -59 |
| D | 1725943019.182 | 18.679 | 117.761 | 60.960 | -64 | -75 | -74 | -76 | -75 | -77 | -78 | -77 |
| E | 1725942925.172 | 94.247 | 6.317 | 60.960 | -82 | -71 | -65 | -72 | -72 | -70 | -85 | -83 |
| F | 1725943355.152 | 78.114 | 61.813 | 60.960 | -79 | -78 | -72 | -68 | -81 | -77 | -79 | -82 |
| G | 1725943146.155 | 104.435 | 38.988 | 60.960 | -82 | -100 | -76 | -72 | -84 | -75 | -81 | -81 |
| H | 1725943436.157 | 52.642 | 87.797 | 60.960 | -79 | -77 | -78 | -81 | -75 | -79 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942942.159
- **Target RSSI fingerprint:** [-82, -76, -70, -75, -73, -68, -72, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13349902410214,
40.10308265686035,
60.96
] | 8 |
36,950 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689709.168 | 206.328 | 135.756 | 42.672 | -85 | -83 | -83 | -76 | -81 | -83 | -80 | -87 |
| B | 1723689752.142 | 153.685 | 46.407 | 42.672 | -87 | -83 | -76 | -89 | -83 | -88 | -79 | -79 |
| C | 1723690020.158 | 148.590 | 14.704 | 42.672 | -78 | -77 | -85 | -74 | -100 | -100 | -68 | -65 |
| D | 1723689329.141 | 6.793 | 69.895 | 42.672 | -100 | -96 | -97 | -100 | -100 | -99 | -100 | -96 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689729.173
- **Target RSSI fingerprint:** [-85, -88, -89, -76, -71, -71, -71, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45740007298005,
70.5851411819458,
42.672000000000004
] | 4 |
44,026 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696815.134 | 85.758 | 83.404 | 42.672 | -81 | -82 | -72 | -74 | -100 | -68 | -74 | -74 |
| B | 1723696559.160 | 69.625 | 17.411 | 42.672 | -85 | -83 | -69 | -74 | -80 | -71 | -69 | -69 |
| C | 1723696599.161 | 58.587 | 37.635 | 42.672 | -75 | -77 | -81 | -78 | -74 | -76 | -100 | -61 |
| D | 1723696589.146 | 101.890 | 59.345 | 42.672 | -79 | -86 | -81 | -80 | -80 | -80 | -74 | -79 |
| E | 1723696917.152 | 14.434 | 60.486 | 42.672 | -74 | -77 | -82 | -100 | -73 | -73 | -74 | -73 |
| F | 1723696497.149 | 94.249 | 26.368 | 42.672 | -81 | -81 | -80 | -79 | -75 | -82 | -72 | -60 |
| G | 1723696535.174 | 21.227 | 47.043 | 42.672 | -86 | -77 | -78 | -74 | -79 | -77 | -75 | -77 |
| H | 1723696469.146 | 97.645 | 88.898 | 42.672 | -86 | -87 | -69 | -71 | -82 | -66 | -74 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696448.150
- **Target RSSI fingerprint:** [-80, -72, -89, -72, -78, -81, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.52897433681927,
47.99895763397217,
42.672000000000004
] | 8 |
41,592 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698457.153 | 33.963 | 10.125 | 51.816 | -75 | -73 | -64 | -78 | -84 | -79 | -76 | -74 |
| B | 1723698116.148 | 55.191 | 7.790 | 51.816 | -79 | -81 | -72 | -75 | -76 | -73 | -81 | -70 |
| C | 1723698147.147 | 111.230 | 66.179 | 51.816 | -100 | -81 | -100 | -85 | -75 | -81 | -74 | -77 |
| D | 1723698178.164 | 19.529 | 42.319 | 51.816 | -80 | -77 | -70 | -76 | -78 | -75 | -78 | -65 |
| E | 1723698233.157 | 87.456 | 25.917 | 51.816 | -78 | -78 | -69 | -76 | -65 | -74 | -71 | -62 |
| F | 1723698039.140 | 113.778 | 64.547 | 51.816 | -83 | -79 | -100 | -81 | -71 | -77 | -74 | -79 |
| G | 1723698155.169 | 84.059 | 52.750 | 51.816 | -78 | -81 | -83 | -75 | -72 | -70 | -80 | -62 |
| H | 1723698011.141 | 26.322 | 55.523 | 51.816 | -79 | -79 | -75 | -76 | -76 | -74 | -79 | -73 |
| I | 1723698318.255 | 114.627 | 63.393 | 51.816 | -100 | -79 | -80 | -70 | -100 | -67 | -73 | -69 |
| J | 1723698136.134 | 123.117 | 47.057 | 51.816 | -80 | -85 | -78 | -75 | -72 | -75 | -82 | -77 |
| K | 1723698393.166 | 120.570 | 55.178 | 51.816 | -81 | -79 | -79 | -78 | -70 | -75 | -73 | -100 |
| L | 1723698214.127 | 112.928 | 67.321 | 51.816 | -83 | -79 | -82 | -83 | -72 | -81 | -74 | -81 |
| M | 1723698465.157 | 35.662 | 7.471 | 51.816 | -70 | -73 | -66 | -80 | -100 | -100 | -67 | -71 |
| N | 1723698364.155 | 32.265 | 58.867 | 51.816 | -78 | -100 | -78 | -78 | -78 | -75 | -81 | -73 |
| O | 1723697794.155 | 1.698 | 61.256 | 51.816 | -86 | -100 | -90 | -100 | -100 | -100 | -100 | -79 |
| P | 1723698035.133 | 102.739 | 84.201 | 51.816 | -82 | -79 | -100 | -77 | -71 | -77 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698089.141
- **Target RSSI fingerprint:** [-82, -78, -80, -79, -80, -76, -84, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060262172568,
51.98007106781006,
51.816
] | 16 |
34,298 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126676.138 | 95.947 | 26.275 | 42.672 | -70 | -100 | -87 | -81 | -78 | -73 | -71 | -76 |
| B | 1724126357.134 | 3.396 | 120.455 | 42.672 | -100 | -94 | -101 | -103 | -100 | -100 | -102 | -85 |
| C | 1724127200.148 | 22.076 | 75.296 | 42.672 | -100 | -83 | -100 | -81 | -100 | -82 | -81 | -64 |
| D | 1724127043.137 | 95.098 | 26.647 | 42.672 | -77 | -100 | -87 | -85 | -76 | -73 | -75 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126772.146
- **Target RSSI fingerprint:** [-100, -80, -81, -85, -81, -84, -80, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.36290114302831,
71.26193046569824,
42.672000000000004
] | 4 |
27,883 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937708.145 | 54.340 | 93.132 | 30.480 | -75 | -77 | -74 | -75 | -70 | -70 | -65 | -69 |
| B | 1725937898.160 | 4.245 | 45.159 | 30.480 | -62 | -100 | -62 | -65 | -100 | -59 | -54 | -54 |
| C | 1725937865.156 | 58.586 | 42.571 | 30.480 | -86 | -76 | -86 | -84 | -63 | -84 | -76 | -66 |
| D | 1725938131.157 | 7.642 | 68.966 | 30.480 | -81 | -100 | -67 | -75 | -64 | -60 | -47 | -59 |
| E | 1725937698.145 | 20.378 | 122.034 | 30.480 | -79 | -68 | -80 | -81 | -83 | -76 | -65 | -57 |
| F | 1725938102.173 | 46.699 | 8.971 | 30.480 | -84 | -76 | -87 | -83 | -86 | -81 | -78 | -75 |
| G | 1725937927.152 | 27.170 | 114.829 | 30.480 | -81 | -100 | -83 | -83 | -70 | -80 | -55 | -64 |
| H | 1725937749.156 | 86.605 | 26.076 | 30.480 | -100 | -79 | -100 | -84 | -59 | -85 | -83 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938133.151
- **Target RSSI fingerprint:** [-76, -100, -71, -77, -65, -62, -46, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680065696358,
74.26103591918945,
30.48
] | 8 |
25,297 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941096.153 | 106.134 | 54.369 | 51.816 | -80 | -75 | -81 | -78 | -80 | -76 | -78 | -61 |
| B | 1725941066.138 | 20.378 | 129.227 | 51.816 | -79 | -71 | -73 | -57 | -73 | -76 | -79 | -71 |
| C | 1725941320.141 | 57.737 | 50.573 | 51.816 | -76 | -80 | -77 | -83 | -76 | -75 | -74 | -68 |
| D | 1725941061.153 | 16.981 | 109.268 | 51.816 | -75 | -70 | -71 | -52 | -67 | -65 | -66 | -68 |
| E | 1725940983.150 | 104.435 | 31.942 | 51.816 | -74 | -75 | -70 | -100 | -67 | -66 | -66 | -63 |
| F | 1725940865.164 | 21.227 | 128.152 | 51.816 | -80 | -76 | -74 | -57 | -79 | -78 | -83 | -73 |
| G | 1725940818.142 | 56.888 | 41.457 | 51.816 | -77 | -74 | -75 | -78 | -80 | -78 | -74 | -60 |
| H | 1725940829.147 | 49.246 | 21.113 | 51.816 | -75 | -82 | -80 | -86 | -73 | -76 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940886.163
- **Target RSSI fingerprint:** [-71, -78, -75, -83, -78, -75, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96332793597036,
77.53881931304932,
51.816
] | 8 |
13,923 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008630.159 | 208.020 | 5.972 | 51.816 | -80 | -79 | -75 | -78 | -83 | -79 | -63 | -77 |
| B | 1723008116.151 | 7.642 | 73.863 | 51.816 | -76 | -84 | -78 | -75 | -74 | -67 | -100 | -100 |
| C | 1723008548.146 | 47.547 | 40.023 | 51.816 | -80 | -80 | -83 | -76 | -75 | -77 | -72 | -65 |
| D | 1723008220.147 | 63.680 | 86.032 | 51.816 | -80 | -81 | -73 | -78 | -76 | -80 | -70 | -60 |
| E | 1723008381.137 | 133.303 | 89.641 | 51.816 | -85 | -81 | -83 | -82 | -81 | -81 | -76 | -74 |
| F | 1723008139.164 | 76.416 | 88.075 | 51.816 | -100 | -81 | -84 | -76 | -86 | -80 | -79 | -74 |
| G | 1723008323.150 | 52.642 | 39.811 | 51.816 | -82 | -81 | -83 | -71 | -74 | -74 | -75 | -80 |
| H | 1723008000.251 | 39.057 | 82.913 | 51.816 | -80 | -87 | -82 | -84 | -76 | -72 | -79 | -70 |
| I | 1723008079.186 | 142.642 | 42.930 | 51.816 | -84 | -88 | -77 | -85 | -81 | -87 | -69 | -80 |
| J | 1723007958.161 | 138.397 | 2.044 | 51.816 | -74 | -80 | -73 | -79 | -71 | -85 | -73 | -100 |
| K | 1723008550.156 | 38.208 | 39.400 | 51.816 | -81 | -73 | -79 | -71 | -76 | -74 | -69 | -62 |
| L | 1723008008.157 | 1.698 | 81.016 | 51.816 | -78 | -80 | -84 | -82 | -80 | -68 | -78 | -72 |
| M | 1723008020.155 | 18.679 | 54.382 | 51.816 | -82 | -84 | -68 | -81 | -69 | -71 | -76 | -73 |
| N | 1723008201.139 | 89.152 | 24.590 | 51.816 | -87 | -87 | -90 | -82 | -89 | -69 | -77 | -78 |
| O | 1723008094.157 | 71.321 | 41.032 | 51.816 | -77 | -69 | -87 | -65 | -75 | -75 | -74 | -74 |
| P | 1723007940.158 | 148.586 | 43.686 | 51.816 | -72 | -83 | -78 | -84 | -77 | -80 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008206.160
- **Target RSSI fingerprint:** [-100, -90, -90, -87, -81, -75, -77, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.9627855424363,
51.27674102783203,
51.816
] | 16 |
7,837 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994565.221 | 25.472 | 80.591 | 51.816 | -83 | -89 | -82 | -79 | -83 | -76 | -75 | -71 |
| B | 1731994784.228 | 34.812 | 47.349 | 51.816 | -89 | -83 | -86 | -75 | -85 | -67 | -76 | -70 |
| C | 1731994831.227 | 110.378 | 55.749 | 51.816 | -86 | -83 | -79 | -83 | -82 | -69 | -70 | -74 |
| D | 1731994165.230 | 65.378 | 9.621 | 51.816 | -100 | -92 | -102 | -91 | -96 | -97 | -97 | -88 |
| E | 1731994624.240 | 104.435 | 67.958 | 51.816 | -84 | -85 | -81 | -89 | -80 | -87 | -80 | -66 |
| F | 1731994166.226 | 64.529 | 10.046 | 51.816 | -100 | -93 | -102 | -91 | -96 | -97 | -100 | -88 |
| G | 1731994535.205 | 90.850 | 84.386 | 51.816 | -88 | -90 | -83 | -88 | -84 | -79 | -71 | -82 |
| H | 1731994339.223 | 109.529 | 81.852 | 51.816 | -90 | -84 | -80 | -87 | -77 | -76 | -71 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994539.210
- **Target RSSI fingerprint:** [-85, -95, -75, -88, -88, -76, -70, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90625926345686,
99.23588752746582,
51.816
] | 8 |
28,824 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693241.155 | 225.857 | 85.939 | 60.960 | -72 | -78 | -78 | -82 | -71 | -76 | -100 | -80 |
| B | 1723693395.155 | 115.476 | 60.579 | 60.960 | -82 | -80 | -80 | -78 | -83 | -76 | -73 | -78 |
| C | 1723693261.158 | 180.006 | 33.242 | 60.960 | -84 | -82 | -79 | -80 | -81 | -80 | -72 | -80 |
| D | 1723693698.145 | 55.191 | 44.774 | 60.960 | -100 | -81 | -100 | -79 | -77 | -75 | -69 | -68 |
| E | 1723693444.148 | 228.404 | 81.905 | 60.960 | -70 | -79 | -80 | -83 | -70 | -100 | -79 | -84 |
| F | 1723693060.141 | 106.985 | 25.280 | 60.960 | -75 | -80 | -74 | -79 | -82 | -76 | -80 | -73 |
| G | 1723693654.152 | 207.177 | 59.133 | 60.960 | -75 | -82 | -77 | -77 | -77 | -72 | -73 | -78 |
| H | 1723693065.143 | 129.061 | 14.544 | 60.960 | -82 | -81 | -74 | -77 | -83 | -72 | -100 | -75 |
| I | 1723693384.168 | 142.646 | 82.754 | 60.960 | -73 | -77 | -75 | -76 | -74 | -73 | -71 | -68 |
| J | 1723693642.138 | 228.404 | 84.546 | 60.960 | -74 | -80 | -79 | -83 | -74 | -100 | -79 | -100 |
| K | 1723693686.146 | 109.532 | 18.645 | 60.960 | -100 | -83 | -84 | -80 | -81 | -79 | -73 | -76 |
| L | 1723693463.148 | 175.761 | 27.218 | 60.960 | -82 | -82 | -78 | -83 | -79 | -77 | -73 | -81 |
| M | 1723693617.165 | 163.024 | 61.243 | 60.960 | -79 | -76 | -73 | -75 | -74 | -73 | -75 | -62 |
| N | 1723693680.144 | 136.703 | 6.184 | 60.960 | -100 | -82 | -80 | -82 | -82 | -75 | -70 | -77 |
| O | 1723693588.152 | 122.268 | 66.869 | 60.960 | -84 | -85 | -79 | -82 | -84 | -79 | -71 | -67 |
| P | 1723693080.165 | 147.741 | 14.159 | 60.960 | -79 | -80 | -82 | -70 | -78 | -69 | -82 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693221.155
- **Target RSSI fingerprint:** [-79, -82, -79, -84, -79, -75, -79, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
180.00620766321168,
75.50845146179199,
60.96
] | 16 |
26,022 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943019.182 | 18.679 | 117.761 | 60.960 | -84 | -77 | -75 | -76 | -74 | -78 | -75 | -77 |
| B | 1725943089.157 | 9.340 | 62.583 | 60.960 | -81 | -100 | -81 | -74 | -66 | -80 | -65 | -73 |
| C | 1725943046.154 | 98.492 | 50.494 | 60.960 | -66 | -71 | -76 | -76 | -80 | -66 | -78 | -62 |
| D | 1725943237.164 | 65.378 | 76.053 | 60.960 | -73 | -78 | -74 | -77 | -75 | -69 | -78 | -67 |
| E | 1725943081.160 | 25.472 | 53.904 | 60.960 | -79 | -76 | -75 | -79 | -74 | -71 | -75 | -70 |
| F | 1725943448.174 | 100.190 | 49.419 | 60.960 | -67 | -73 | -75 | -78 | -79 | -68 | -77 | -62 |
| G | 1725943478.156 | 49.246 | 44.814 | 60.960 | -75 | -71 | -74 | -75 | -73 | -71 | -76 | -70 |
| H | 1725943644.166 | 32.265 | 4.140 | 60.960 | -100 | -81 | -100 | -76 | -100 | -100 | -81 | -100 |
| I | 1725943077.167 | 43.302 | 44.960 | 60.960 | -75 | -72 | -73 | -74 | -74 | -71 | -74 | -74 |
| J | 1725943206.172 | 7.642 | 55.205 | 60.960 | -78 | -70 | -72 | -77 | -76 | -73 | -70 | -72 |
| K | 1725943527.198 | 92.548 | 4.074 | 60.960 | -80 | -74 | -78 | -74 | -73 | -82 | -73 | -69 |
| L | 1725943403.156 | 3.396 | 32.804 | 60.960 | -72 | -73 | -72 | -75 | -71 | -70 | -74 | -69 |
| M | 1725943444.143 | 84.907 | 62.278 | 60.960 | -69 | -77 | -74 | -78 | -79 | -66 | -77 | -65 |
| N | 1725942897.156 | 34.812 | 18.963 | 60.960 | -100 | -73 | -72 | -72 | -63 | -100 | -67 | -100 |
| O | 1725943434.166 | 45.001 | 94.180 | 60.960 | -74 | -81 | -76 | -79 | -74 | -69 | -77 | -69 |
| P | 1725943045.155 | 94.247 | 53.944 | 60.960 | -66 | -77 | -75 | -78 | -78 | -66 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943188.161
- **Target RSSI fingerprint:** [-76, -73, -74, -77, -73, -77, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.92483578920606,
14.252386093139648,
60.96
] | 16 |
40,725 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693701.146 | 41.605 | 51.184 | 60.960 | -100 | -81 | -100 | -100 | -80 | -71 | -77 | -70 |
| B | 1723693289.149 | 119.721 | 54.953 | 60.960 | -100 | -76 | -79 | -75 | -72 | -83 | -73 | -62 |
| C | 1723693169.149 | 200.384 | 128.869 | 60.960 | -76 | -80 | -72 | -78 | -79 | -80 | -79 | -79 |
| D | 1723693664.161 | 169.817 | 23.197 | 60.960 | -79 | -83 | -85 | -90 | -76 | -72 | -75 | -79 |
| E | 1723693425.150 | 194.441 | 86.563 | 60.960 | -76 | -79 | -73 | -66 | -81 | -78 | -76 | -67 |
| F | 1723693185.150 | 136.703 | 76.490 | 60.960 | -77 | -79 | -83 | -76 | -80 | -71 | -76 | -67 |
| G | 1723693354.146 | 219.913 | 96.515 | 60.960 | -79 | -71 | -73 | -64 | -70 | -80 | -71 | -69 |
| H | 1723693133.174 | 189.346 | 41.032 | 60.960 | -74 | -83 | -82 | -64 | -79 | -75 | -76 | -63 |
| I | 1723693628.139 | 205.479 | 97.909 | 60.960 | -77 | -76 | -76 | -66 | -81 | -80 | -76 | -68 |
| J | 1723693101.127 | 139.250 | 76.504 | 60.960 | -78 | -81 | -82 | -76 | -78 | -77 | -77 | -66 |
| K | 1723693473.407 | 147.741 | 0.080 | 60.960 | -100 | -75 | -100 | -85 | -75 | -69 | -73 | -78 |
| L | 1723693574.139 | 180.006 | 113.329 | 60.960 | -80 | -81 | -72 | -79 | -81 | -78 | -79 | -78 |
| M | 1723693180.152 | 156.232 | 92.415 | 60.960 | -78 | -82 | -76 | -78 | -82 | -72 | -75 | -71 |
| N | 1723693644.152 | 229.253 | 82.343 | 60.960 | -77 | -71 | -70 | -84 | -83 | -76 | -77 | -100 |
| O | 1723693052.150 | 70.474 | 42.372 | 60.960 | -78 | -100 | -75 | -100 | -78 | -78 | -73 | -76 |
| P | 1723693413.150 | 147.741 | 44.283 | 60.960 | -72 | -78 | -75 | -67 | -73 | -78 | -76 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693649.135
- **Target RSSI fingerprint:** [-79, -83, -78, -85, -79, -78, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
225.0077595790146,
77.9502010345459,
60.96
] | 16 |
37,653 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696846.141 | 99.343 | 28.744 | 42.672 | -77 | -100 | -76 | -75 | -79 | -100 | -82 | -68 |
| B | 1723696736.171 | 75.569 | 18.499 | 42.672 | -83 | -100 | -70 | -77 | -73 | -70 | -72 | -69 |
| C | 1723696527.154 | 30.567 | 52.975 | 42.672 | -79 | -77 | -88 | -75 | -80 | -73 | -79 | -63 |
| D | 1723696805.151 | 42.454 | 60.831 | 42.672 | -82 | -78 | -82 | -82 | -76 | -74 | -71 | -71 |
| E | 1723696544.149 | 39.058 | 7.723 | 42.672 | -79 | -81 | -83 | -72 | -100 | -100 | -86 | -83 |
| F | 1723696888.161 | 21.227 | 40.740 | 42.672 | -75 | -79 | -77 | -71 | -82 | -75 | -72 | -73 |
| G | 1723696581.148 | 113.778 | 62.782 | 42.672 | -84 | -77 | -70 | -79 | -67 | -71 | -70 | -78 |
| H | 1723696637.142 | 80.663 | 79.675 | 42.672 | -81 | -74 | -74 | -100 | -69 | -77 | -70 | -70 |
| I | 1723696781.155 | 35.662 | 26.647 | 42.672 | -84 | -78 | -79 | -78 | -80 | -73 | -77 | -64 |
| J | 1723696711.155 | 20.378 | 45.610 | 42.672 | -100 | -73 | -100 | -74 | -68 | -68 | -75 | -78 |
| K | 1723696912.166 | 25.473 | 38.617 | 42.672 | -79 | -100 | -75 | -71 | -100 | -76 | -72 | -81 |
| L | 1723696856.166 | 80.663 | 25.041 | 42.672 | -84 | -77 | -83 | -82 | -71 | -75 | -80 | -68 |
| M | 1723696768.148 | 95.098 | 53.214 | 42.672 | -79 | -80 | -81 | -76 | -77 | -80 | -80 | -66 |
| N | 1723696516.145 | 61.134 | 67.175 | 42.672 | -77 | -75 | -77 | -100 | -71 | -65 | -71 | -64 |
| O | 1723696515.154 | 61.983 | 66.723 | 42.672 | -75 | -76 | -78 | -79 | -73 | -67 | -71 | -64 |
| P | 1723696403.141 | 122.268 | 45.265 | 42.672 | -88 | -74 | -71 | -79 | -66 | -69 | -74 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696703.159
- **Target RSSI fingerprint:** [-78, -76, -87, -74, -76, -78, -80, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868918584863273,
52.41799354553223,
42.672000000000004
] | 16 |
25,252 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939623.132 | 1.698 | 35.777 | 42.672 | -77 | -83 | -81 | -76 | -79 | -75 | -73 | -71 |
| B | 1725939370.153 | 99.341 | 51.768 | 42.672 | -72 | -77 | -74 | -73 | -76 | -78 | -79 | -60 |
| C | 1725939348.150 | 24.623 | 117.987 | 42.672 | -78 | -85 | -80 | -77 | -82 | -80 | -71 | -78 |
| D | 1725939465.155 | 108.681 | 42.545 | 42.672 | -77 | -78 | -76 | -75 | -68 | -75 | -73 | -64 |
| E | 1725939803.184 | 71.322 | 40.183 | 42.672 | -78 | -78 | -77 | -75 | -74 | -76 | -77 | -64 |
| F | 1725939555.143 | 35.661 | 112.241 | 42.672 | -78 | -84 | -80 | -79 | -72 | -78 | -73 | -70 |
| G | 1725939496.145 | 60.284 | 40.992 | 42.672 | -77 | -81 | -73 | -77 | -77 | -77 | -73 | -60 |
| H | 1725939671.151 | 106.134 | 41.868 | 42.672 | -76 | -80 | -75 | -78 | -67 | -67 | -73 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939890.144
- **Target RSSI fingerprint:** [-100, -62, -73, -75, -73, -66, -66, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73662541582846,
11.677932739257812,
42.672000000000004
] | 8 |
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